{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3, 3, 256)\n",
    "y = np.linspace(-3, 3, 256)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "Z = (1 - X / 2 + X ** 5 + Y ** 3) * np.exp(-X ** 2 - Y ** 2)\n",
    "cf = plt.contourf(X, Y, Z, 8, alpha=0.8, cmap=plt.cm.hot)\n",
    "C = plt.contour(X, Y, Z, 8, colors='black')\n",
    "# plt.colorbar(C)\n",
    "plt.colorbar(cf)\n",
    "plt.clabel(C, inline=True)\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.title(\"基础等高线\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '自定义等高线的标注')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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b8e12guXu7o6/v/9/FuH+M2lJT09n//79d1x/ezTh36Mbt+/r3bs3AQEBODk5MXToUA4ePFi8dffw4cO0bNmS7Oxs2rVrx6+//kphYSEHDx6kc+fOpKSkFLeVm5tbXHr/bhV/Q0JCinfmZGRkFCcpYNodZWdnd8drWbJkCRcuXGDmzJn/eZ0Ab7/9Nm5ubkRGRhbf9/rrr9OmTZviYwME4VEnRlIEwYZ0Oh1AiYfwb48AZGZmMnjwYOzs7Fi5ciX5+fk89dRThISEEBISQkFBAQcOHMDDwwOVSoVerycvL4+0tDRatWpVPK0RGhrKggULWLBgAU5OTqxZs6Z4+mbnzp3Mnz+f9957jw0bNtCzZ0/Gjh1bXOb9n2QyGUuWLKFly5acPHmSHj16kJ6eTlxcXPFZOf8uNX/bPw/Zmzx5MpMnT77r8woKCjh48CBnz54tnlaxs7OjT58+dO7cmcGDBxfff/DgQQYNGsTGjRsZP34833//PVlZWbRt25aOHTsCpkTj9uswGo2sWbOGNWvW3NHn7TON/i00NPSuP7OioqLiM44ef/xxgoODqVatGu+//z4nTpzAzs6ueNSrW7duXLx4sXjE5M8//2TDhg3Fu7XOnz+PUqks3h2UlJSEwWAonirT6/XFW6Hr169/1zgFocKz2WoYQRCKF5WWtOLs7ee9/PLLkrOzs3TixIk7nrd9+3Zp0qRJUtOmTSUPDw9JJpPdsfi2WrVqxYtcX3jhBQmQXF1dpblz5xYvvP23qKgoaeLEiZJSqZQAadq0afeM858LaKOjoyVAUqlU0rhx4+55jbe3d4kWzur1eikkJESqUqWKtHnz5vs+9+jRo1KDBg3+87zIyEipZcuWkoODg7Rr167i+8eMGXNHjLGxsRIghYaGFt+3evVq6aWXXpL69+8vAcUVef/pjz/+kDw9Pf9z/8iRI6WePXtKa9asuWu8Wq1WqlmzptS6devi+7y9vSVXV1fJw8ND8vT0/M/N2dlZ0mg0d+yUEoTKRiZJDyhMIAhCuRQTE0P16tXv+xxJkigqKkKn02E0GlEoFMUjGpGRkWzYsIGJEycWr4m4n8TERJYtW8b48eOL63g8yOXLlwkJCTFbLY9/Llgti8LCwjvWAC1duhSVSsWTTz4JQF5eHr/++iujR48uHm3ZuXMno0ePpnnz5owbN+6OirPmcPPmTaKiomjTpo1Z2xWEikwkKYIgCIIglEti4awgCIIgCOWSSFIEQRAEQSiXRJIiCIIgCEK5JJIUQRAEQRDKJZGkCIIgCIJQLlXoYm5Go5GEhAScnZ1FCWlBEARBqCAkSSInJwd/f/87zu/6twqdpCQkJBQfWiYIgiAIQsUSGxt7x0Ga/1ahk5TbBahiY2PvOEdDEMqDyIx0xq37i0ytlo7VA/mm7wCU9/nEIJQPa09c4rP1+5Ek6Fw/mLkje+GgUdk6LOE+Dl+N5J3Vu8gtKMLT2Z6PxzxGo+ritOjyLDs7m2rVqj2wkGSFLuaWnZ2Nq6srWVlZIkkRyqWziQmM+Xs1hXo9I+s35OMevcXUZDm2bP8ZPtuwH4CR7Rrx5rDuKERiWSHEpGby4q8bCE9KQ6NU8MHoPvRtWsfWYQn3UNL3b/G/TxAsqFkVf77p2x+5TMbqK5f46vgRW4ck3MOSvaeKE5RJ3Vvx1vAeIkGpQKp7ufH7jCfoWj8Erd7Aa79tYeHuE/85fVqoWMT/QEGwsJ4hNfmgW08Avj1xjD8unrdxRMK/LT94ls83HQRgau+2vPhYBzHiVQE52qn5asJAxnZuDsDXWw4z7+99GO5xmrVQ/okkRRCs4ImGjZnRui0Ab+/bzc6IcBtHJNy28dQVPl63D4Bne7VhWp92IkGpwBRyOa8P7sLsIV2RyWDF4XO89tsWivR6W4cmlIJIUgTBSl5q055R9RtilCRe2LaZ04nxtg7pkXfoahRvrdwBwFOdmvF8n3Y2jkgwlzGdmvHpmMdQKRTsvBDGC79upFAnEpWKRiQpgmAlMpmMD7r3oltQCFqDnikb1xGRnmbrsB5Z1xNTmblsMwajxIAWdXltUBcxglLJ9G1Wh+8mDcZOpeTw1SieX7iOfK3O1mEJD0EkKYJgRUq5nG/7DaCJrx+ZhYWMX7+W5LxcW4f1yEnLyWf6onXkaYtoVSOA90b1Ri4XCUpl1L5OID89MxRHjZoT4bFMX7SOgiKRqFQUIkkRBCtzUKlYOHAoQW7uxOdkM2H9WnK0WluH9cjQG4zM/G0ziRk5BHq58eX4gaiUCluHJVhQi5CA4kTlZEQcLyzegFZM/VQIIkkRBBvwdHBgyeBheDk4EJqawtQtGygyGGwd1iPhmy2HOBURh4NGxTcTB+PqYGfrkAQraBrkz09ThuKgUXEsLIaZyzajE//nyj2RpAiCjVR3dWPxoGE4qlQciY3h9V3bMIqaDhZ1IDSSX/edBuD9x3sT4uth44gEa2oa7M93EwejUSrYd+UG76zcidEo/s+VZyJJEQQbaujjyw+PDUIpl7Ph2lU+OXzA1iFVWqk5ebz153YAnuzYlN5Nats4IsEWWtWsxufjBqCQy9h4OpSvNh+0dUjCfVTos3sEoTLoFBjExz16M3PnNhacOYWfkzMTmja3dViViiRJvLd6N+m5BdSq4sUrAzrZOiSLKdTqSLiZRWJyFmkZeaRn5pGTV0h+QRFFOgMGgxG5XIZSIUejUeFor8bF2R5PN0e8PZ3w93HF29MZhaLyfobtUj+EuSN78dbKHfy67zT+Hq480aGJrcMS7kIkKYJQDgyr14Cbebl8duQQHxzYi4+DI/1ri3NHzGXbuevsvRyBUiFn3pN90agqx5++vHwtF68lEBqWyNWIm9yISSExObvM7apVCqr5e1Aj0Iu6NfyoV9OPOjV8UVeS7xvAkNYNSM7O5dutR5j3916qerjQqV6wrcMS/kUcMCgI5YQkSczdv4ffLpxDLVewZMhw2gZUs3VYFV5WfiEDP15CRl4B03q3ZWoFLthmNEpcu5HE4ZMRnDgfzbWIJAx3WVPh5KDB39cVLw8nPNwccXGyw8FejVqlQKGQI0mgNxgoLNSRm19Edm4BaRl53EzN4WZKNjr9fxeUqtVKGtauQuumQbRpFkzNQO8KX1dGkiTeXrmTdScv46hR88eLTxDi62nrsB4JJX3/FkmKIJQjBqORGVs3sS0iDGe1hpUjHqeul7etw6rQPlizm5VHLlDTz5NVL4+pkNuNwyKT2X7gCnsOXyM5LeeOx6r6udGgdhXq1axCzSBvgqt54ubiUOq+jEaJxOQsImPTCI9O5mp4EpeuJZCZXXDH86r4uNC5TS16dapHnRDfCpuw6PQGpvy8htM34qnu5cYfL44WO76sQCQpglBBafV6nl73FycT4vF1dOKvUaOp6ix+v0sjNC6Zx79ajiTB4mkjaVUjwNYhlZi2SM/OA6Gs23GOqxE3i++3t1PRpmkQ7VqE0LJxIL5elv/dkCSJmPh0Tl+K4diZSE5fjEFb9P91RoICPOjfoxH9ujYoU4JkK+m5+Yz+agUJGdl0rBvE95OGiOJ+FiaSFEGowLIKCxn115+EpadR092DVSOfwM3O3tZhVSiSJDH5pzWcCI+lX9M6fDr2MVuHVCI5eYWs2XKWv7acKR69UCrldGxZg16d6tG2eQgatW3XhhRqdRw/F8Wew1c5eDKColsJi0qpoGfHujw+sCU1gyrWCGBoXDJjv/0Trd7A9L7tebZXG1uHVKmJJEUQKriEnGxGrFpBUl4uLf2rsmzIcOyUKluHVWEcuhrF1AV/o1Io2DR7PP4e5ftvRH5BEas2nebPjafIzTNVIPb1cmZ4v2b069YQd9fyOUKRm6dl9+GrbNh1gWv/GPFp0yyICSPb07COvw2jezjrTlzmrZU7kMngl2eG07Z2dVuHVGmJJEUQKoFraamMWv0nOUVa+tSoxXf9BqCQV96toeYiSRJPfPUHV+KSebpLc14b1MXWId2T0Sixdd8lfll+iLTMPACCq3ny9PC2dGtfB2UF2gp8+XoiqzadYt/R68ULets0C+K5pzpTK8jHxtGVzNsrd/D3ict4uzjy16tP4eFUPpPDik4kKYJQSRyPi2XcujUUGQ2MbdyUuV26V9hFitZyexTFXq1k25uTyu0bzY2YFD77aScXryUA4O/ryjNPdqJ7+zoVek1EfFImy9YcY9v+KxgMRmQy6NOlPs+N6YyXh5Otw7uvgiIdo7/6g4ib6XStH8I3EweJ/28WUNL374qTogvCI6pNQDW+6NMPGfDbhXP8dPqErUMq9xbsOg7AyHaNy2WCYjAYWbbmGBNm/sbFawnY26mYNrYzv389gZ4d61boBAVMO47eeL4vy7+eQI8OdZEk2LbvCqNnLGLFhpPoDUZbh3hP9moVnzz1GCqFqXT+6qMXbB3SI00kKYJQATxWqw5vde4GwGdHDrE29LKNIyq/LsUkcSYyAaVCzrguLWwdzn8kpWQz/e2V/PLHIQwGIx1b1eD3ryfw5JDWlapYGkBAFXfefWUACz4ZQ/1aVSgo1PH90v08M3s512/cfHADNlLH35uX+ncEYP7Gg8SmZto2oEeYSFIEoYIY37Q5zzRvCcDs3Ts4EB1l24DKqd8PngWgX9M6+LiWr6mF42cjmThzGRevxuNgr+bN6X2ZN2uIVbYR21K9mlX46aMnmTW1N06OGq7fuMmU2ctZsvpouR1VeapTM1rVCKCgSMecP7eLgwhtRCQpglCBvN6hM4Pq1EVvNDJtywYuJpffT6O2kJlXwI7zYQCM6dTUtsH8gyRJrNx4itc+Wkt2biF1a/iy5POn6det4SOz3kEulzGwZ2OWfz2Rrm1rYTAYWfjnYWa89SdJKWUv5W9ucrmM95/ojYNGxZnIBP48ct7WIT2SRJIiCBWIXCbj0559aV+tOvk6HRPXryUmK9PWYZUbm89cRWcwUNffmwbV/GwdDmBaf/LVoj18u2QfRqPEgB6N+OHD0fj7utk6NJvwdHfk/ZmDeOuFx3B0UHPxWgITZi7j8KkIW4f2H1U9XHm5v+kwyq+3HCIxo/wlU5WdSFIEoYJRKxT8+Ngg6nt5k1aQz7h1a0jLz7d1WOXChlNXANPhceWB3mDkva+3sGaraQrq+XFdmDW1d6Vbe/KwZDIZfbrU59f5T1O3hi85uYXMmvc3v646Uu6mVUa1a0yzIH/ytTo++nuvrcN55IgkRRAqIGeNhsWDhxHg4kJ0ViaTNv5Nvk5n67BsKiY1kytxySjkMvo1s/0J0nq9gblfbmL34asolXLefWUAowe1emSmd0rC39eNHz4czbC+TQFYtPIIb3+xkUJt+fldlstlvDOyJ0q5nH2Xb7Dvcvkb8anMRJIiCBWUj6MTSwYPx83Ojgs3k5i+dSN6Y/lchGgNO85fB6BNzeo233ZsNEq8/80W9h29jkqp4IOZg+nRoa5NYyqv1Colr0zpyeypfVAq5ew7ep0X3llFRlb5GR2s4efJ2C7NAfh43T60Ov0DrhDMRSQpglCBhbh7sHDgUOyUSvZFRfLmnp1U4PqMZbL/yg0AejSuaeNI4Pul+9h9+BpKpZyPXh9Mx1Y1bB1SuTegZyO+njsKFyc7roQlMvXNFSQmZ9k6rGLP9WqDj6sT8enZLNt/xtbhPDJEkiIIFVzzKv5807c/cpmM1Vcu8dXxI7YOyeoy8wq4EJ0EQOe6wTaNZdWm06zcdBqA/z3fl3YtQmwaT0XSpF4AP344Gj9vF+ISM3h+zp/EJKTbOiwAHDRqXr5VO2XB7hMkZ+XaOKJHg0hSBKES6BlSk/e79QTg2xPH+OPio7Vd8nh4LEZJoqafJ37uzjaL48zFGL5bug+AaWM707tzfZvFUlEFBnjy44ejCQrwIDkthxlvrSQmvnwkKv2b16VxYBUKinT8sOOorcN5JIgkRRAqidENGzOjdVsA3t63m103wm0ckfWciogDoFWNajaLISUth3e+3ITRKNG3a31GD25ls1gqOm9PZ7597wlqBHqTlpnHC3NXEZ+UaeuwkMlkzBxo2pL89/HL3LiZZuOIKj+RpAhCJfJSm/aMqt8QoyTxwrbNnElMsHVIVnE20vQ6W9SoapP+jUaJ977eQkZWPjWDvJn5TC+xi6eM3F0d+HruSIKreZKansuLc1eRkpZj67BoFlyVbg1qYJQkvt366E2tWptIUgShEpHJZHzQvRddg4Ip1OuZvPFvbmSUj6FySynU6QlPSgWgSfUqNonhry1nOHs5Fns7FR/MHISdRmWTOCobNxcHvnpnFAF+biSlZDPzgzXk5BXaOixeeKw9MhnsuhhOaFyyrcOp1ESSIgiVjFIu57t+A2ns60dmYSHj1q0hOa/yLvK7lpCCwSjh6eyAr5v1z+qJT8rkp+UHAXj+6S4EVHG3egyVmae7I1++MxJPN0ciYlKZ89kGdDqDTWOq6edF36amWjw/bBdrUyxJJCmCUAk5qFQsGjiUQFc34nOymbB+LTlara3DsoiIJNO6gNpVvKw+xSJJEl8s3EVRkZ4WjaozuHcTq/b/qKji48r8OcOxt1Nx+mIMXy7abfOt9lN7t0Uuk7Hvyg2uxovRFEsRSYogVFKeDg4sGTwcT3sHQlNTmLplA0UG234CtYQbN03TWTV8Pa3e9+FTNzh+NgqVUsGrz/QU61AsqFawD+++MgCZDDbsvMDf28/ZNJ5gHw/6NKkNwC+7jts0lsrMrElKamoqwcHBREVFlej5gwYNQiaTFd969uxpznAE4ZEX6ObG4sHDcFCpOBIbw+u7tmGsZMXeYlIzAQj0tu40i8Fg5KffDwAwakALqvt7WLX/R1H7FjV47qnOAHy9eC+Xrtl2YfiUnq0B09qU6JQMm8ZSWZktSUlNTWXAgAElTlAATp06xcWLF8nIyCAjI4P169ebKxxBEG5p5OPL9/0GopTL2XDtKp8cPmDrkMzq9sm0/h4uVu1358FQouLScHay46lhra3a96PsycGt6NauNgaDkbe/2EhWToHNYqlVxYvO9YKRJEQVWgsxW5LyxBNP8OSTT5b4+fHx8UiSRMOGDXFzc8PNzQ1HR0dzhSMIwj90CQpmXo/eACw4c4pfz1WeP6g3b1X+9HOzXhE3g8HIkr+OAaY3TWdHO6v1/aiTyWTMntaHgCruJKfm8MmPO2y6PmV81xYArD95mcw82yVMlZXZkpQFCxbwwgsvlPj5J06cwGAwEBAQgKOjI0888QQZGWK4TBAsZXi9BsxsZyrr/cGBvWy+fs3GEZWdwWgkM9/0xuBpxUMFj5y+QVxiBs5Odgzv18xq/Qomjg4a3ntlAEqlnAPHw9i0+6LNYmlZI4C6/t5o9Qb+Oma7OCorsyUpwcEPd17G1atXadKkCZs3b+bYsWNERkbyxhtv3PcarVZLdnb2HTdBEEpuasvWjG3cFAl4dcdWjsXF2jqkMsnO13L7Q7Srg/VGM1bdOptncK/GONirrdavuRgMRgrzi9Dp9DbfJVNatUN8eeZJU/XXb37da7PDCGUyGWM6mRLVPw+fR294dE8itwSZZObfUJlMRmRkJEFBQQ913YEDBxg2bBipqan3fM7cuXN59913/3N/VlYWLi7WnY8WhIrKYDQyfesmtkeE4azWsHLE49T18rZ1WKUSl5ZFv48WY69WcmLeDKv0GZuQwegZi5DLZaz+cQq+XuXzb48kScTcSOHy2WhuXEsiOuImqUlZpKfmoi3UFT9PrpDj4mqPl68rfgHuBNfypWY9fxo0C8TJxd6Gr+DBjEaJGW+v5HxoHK2bBPH5W8NtssNKq9PT870FZOYX8t2kwXSpLw6VfJDs7GxcXV0f+P6ttGJM9+Xj40NaWhparRaNRnPX57zxxhu88sorxV9nZ2dTrZrtzuoQhIpIIZfzZZ9+PL0un1MJ8Uxcv5a/Ro3G37l8vtnej1anB8BOZb0Kr1v2XgKgdZOgcpegSJLElXMx7N18nsN7rpCR+uAifkaDkcz0PDLT8wgPTeDQzsuA6QNnzfr+dOhej069G1I10MvS4T80uVzGrGm9Gf/qMk6cj2Lr3ss81r2h1ePQqJQMalWfZfvPsProBZGkmJHNkpTHH3+cGTNm0LGjaY786NGj+Pr63jNBAdBoNPd9XBCEkrFTqlgwYAij/vqTsPQ0Jqxfy6oRT+BqV7EWgOpu1X1RKqxT8kmSJHYdCgWwyZvhvRQV6dmz6Rx//3aE6Ij/Lyym1iip36Q6tRpUJaiWL35V3fHwdsbRyQ6VWoFBb6SwQEdWRh4pSVnERaUSeT2JqxdjiY9OI+xyPGGX41ny7S4aNAuk34iWdOnbCJWq3Hy+pbq/BxNHteOn3w/yw2/76diqBi7O1h8BGtG2Ecv2n+FgaBTJWbn4uFq/+nFlZPHftOzsbOzt7VH965NOo0aNePnll/nyyy9JTU3ljTfeYOrUqZYORxCEW1zt7Fg8eBgjV60gLD2NZzatY9mQEWiU5ecNqKSsNcB/7cZNEpOzsdMoad/C9p+WjUYjezadZ9n3u0hONK3JsHdQ06FnA7r2a0zjVsGo1ff/eTq52OPl60KNuneee5SWksOJA9c4tPMyZ49HcPlsNJfPRrPk650MfboDA0a1RmNXPs4oemJgS7btu0JUXBoL/jzMq1OsX3Mr2MeD5sH+nIlMYMOpK0zuIbalm4PFP340btyYzZs3/+f+WbNm0bhxY/r27cvUqVOZNm0ab775pqXDEQThH6o6u7B48DCc1GpOJsTz8vYtGIwVZ+Hf7fUHBist/jx8MgKANk2DbX6IYEJsGq9NWMT8OWtITszC08eZKa/25fedrzPzg+G07FDrgQnK/Xh6O9NveEs+/Gkcy7bNZNz0nnh4O5OanM2C+VuZMvgr9m4+Xy4W3iqVCl6Z3AOA9TvOcyMmxSZxDGltGl3bcCq0XHxfKgOzJymSJN2xaDYqKoohQ4b853kqlYpFixaRm5tLYmIib7/9NsoK+AlOECq6ul7e/DJgCGq5gm0RYbx/YG+F+QOruTXtcHttiqWduhANQNvmD7eb0dy2rT3FtBHfc/lsNHb2aia+1JvFm15h+LiOODqbf8rOy9eF0c90ZcnWV3nxnSF4+bqQnJjFJ2+sZtbkxcRF3XvDg7U0b1Sdrm1rYTRKfL9sv01i6NW4JhqlgsjkdELFeT5mIc7uEQSBtgHV+Lx3P2TAsgvn+On0CVuHVCL2atNoRkGRzuKJVX5BEVfCEgFo2TjQon3di8Fg5MePN/PV3HUUFhTRqGUQP62ZzqiJna0y9aJWK+k3vCWLNr7MuOk90dipuHAykmkjv2PTyuM2T26fe6ozCoWc42ejOHMpxur9O9lp6NLANA245UzFr0NUHogkRRAEAPrXrsOczt0A+OzIIf4OvWLjiB7M2c60kN5glMjX6h7w7LK5GpGEwSjh4+VMFR9Xi/Z1Nzqdno9m/sn6P44CMG56Tz5ZOBG/AOufGaSxUzH6ma78vHYGzdvVoEir57sPN/LRayvJyy20ejy3BVRxZ1CvxgAs/POwTZKmfk3rALDzQpjNk7bKQCQpgiAUm9C0OVOatwRg1u7tHIiOsm1AD2CvVqJRKgDIsHBJ8tDwJADq16rygGean0FvYN7rqzi8+woqlYI3Pn2c0c90RS637Z9wvwAPPvxpPFNm9kOhlHNwxyVeHvsLSfG2qx7+9LA2qFUKLoTGF0/PWVPHesHYq1UkZGRzKfam1fuvbESSIgjCHWZ16MygOnXRG41M27KBi8nl9w+tTCbD09l05ldqdp5F+wqPMi3GrBPia9F+/k2SJL6ft4kju6+gUit555un6NK3kVVjuB+ZTMbwpzsw/9cpePo4ExORzMtjfyY81DYnFHt7OjO4dxMAlq45ZvX+7VRKutQ3rVnafTHc6v1XNiJJEQThDnKZjE979qV9terk63RMXL+WmKxMW4d1T35upnoUSZk5Fu0nOi4NgOBqnhbt59+2rD7JltUnTQfrfTKKlh1qWbX/kqrXpBpf/f4cwbX9yEjNZdbkxVy9YJtjF0YPboVSKefc5TguX0+0ev/dG9YEYM+lCKv3XdmIJEUQhP9QKxT8+Ngg6nl5k1aQz/j1a0nLz7d1WHfl52aq+hqfYbmzvCRJIjbRNIVRvar11oBEhd/kp0+3ADDxxd506FHfan2XhrefK/N/nUyDZoHk5RTy5tSlhF2Jt3ocPp7O9O5UD4AVG05avf+OdYNQKuREJqcTk5pp9f4rE5GkCIJwV84aDb8OHkZVZxeiMjOYvPFv8nWWXZxaGoHebgBEp1huHUROnpaCW+fdWKsUvkFvYP6ba9AV6WnVsTYjJnS0Sr9l5ehsx4c/jqNhc1OiMmfqMhJi0qwex6gBprVVB4+HcTPVuofROttraB5c1dR/aKRV+65sRJIiCMI9+Tg6sWTwMNzs7Dh/M4kZWzehL2fF3oJ9TCMbkcnpFusjNd00leTiZIemDAXSHsbm1ScJD03AycWel94dapOD80rLzkHNu9+NpWY9f7Iy8pgzbRk5WdYdiasZ5E3TBgEYjBLrd1ywat8AHeqYtqkfvmb9xbuViUhSBEG4rxoeniwcOBSNQsneqBvM2bOzXG2trOlnWiMSlpiG0WiZuLJyTNtq3VwcLNL+vxXka/nj570AjJ/RE09vZ6v0a06OTna8/8PT+Pi7kRCTxrxZqzAYrJvgDuvbDDAdCqm3ct/tbyUppyLi0OkNVu27MhFJiiAID9S8ij/f9O2PXCZj1ZVLfHX8iK1DKhbs44FaqSBPW0R8epZF+sjL1wLg6Ki2SPv/tv6PY2Sm51Glmgd9h7W0Sp+W4O7pxNyvx6CxU3HmSDh/Lthn1f47taqJm4s9qem5HDtj3WmX2lW8cXe0p6BIx4UY6y/erSxEkiIIQon0qlGT97qazkf59sQx/rxk/SH0u1Eq5NSq4gXAZQvVpSjUmsru21vhvB6dTl9csG3Mc91QqhQW79OSQupUYcZbgwBY/vM+rpy3XiVYlUpBn86mxcbb91+2Wr8AcrmM1jWrAXAyIs6qfVcmIkkRBKHEnmzUhBmt2wIwZ+8udt8oH1ssG1c3FVg7b6FPrLenKRQKy//JPLb3Khmpubh7OdG1b2OL92cNPQc2o1v/JhgNRua/uYbCgiKr9d27iylJOXz6RvGImLW0rBEAwOkI6+9wqixEkiIIwkN5qU17RtZviFGSmLFtE2cTbVO0658aB/oBcDbSMrEYb63BkWH5xat7t5wHoPfg5hV+FOWfnn9jAF6+LiTEpPHnQusdAFg72IfAqh4UFek5eMK6xdVahJh2+JyPTrD6mpjKQiQpgiA8FJlMxofde9E1KJhCvZ7JG//mRobldtaUxO1PrKFxyeQUmP/TsvpWsmDpBZDaQh2nj5jeSDv3KT9VZc3BycWeqbMHALBmySGrbUuWyWR0a1cbgANWTlJq+HriZKemoEhPeJLtT4quiESSIgjCQ1PK5XzXbyCNff3IKCxk3Lo1JOfl2iwePzdnAr3cMEqSReb/1SrTtmNtkd7sbf/T+ZM30Bbq8PZzJaSOn0X7soX23evRvH1NdDoDv8zfarV+O7cxVek9fjYSrYUPovwnuVxGo+qmn+P5aLF4tjREkiIIQqk4qFQsGjiUQFc34nOymbh+LTla6875/1O723UprkaZvW1HB9Ountw8y76+K2dNi0qbtgmpUHVRSkomkzF1Vn/kCjnH9l3l2kXrLCitFeyDj5cz2iI9Zy5bt1R/w1tJypXYZKv2W1mIJEUQhFLzdHBgyeDheNo7cCU1hWlbNlBksE1NiE71TIe6HQiNNHsdF1dnewCycy180vKtnS/1mlS3aD+2VC3Ymx4DTAcA/v7jHqv0KZPJaNc8BICjp29Ypc/b6lf1AeBKXPk9qLM8E0mKIAhlEujmxqJBQ3FQqTgcG8OsXduLF5paU6saAdirlSRl5nAlzryfWj3cTEXcsnIK0Oksl4RFhZvirlXf32J9lAejn+mKXC7j5KHrRIVZ5827TdMgAE5dsN4WaIB6AaYkJfxmGjobJfAVmUhSBEEos8a+fnzfbyBKuZz110L59PABq8dgr1bRoU4QALsvmXeBpJuLA2q1EkmClHTLnLacl1tIVkYeAP7VrXvSsrX5V/Ok/a3DEtf+dtgqfTZtUA2ZDGIS0klNt976KX93Fxw1avQGI1HJljtfqrISSYogCGbRJSiYeT16A/DLmVMsOXfG6jH0aFQTgJ3nw8w65SOTyfC7dbBgwk3LVLVNTsgEwMXNAUcnO4v0UZ4Me7oDAHu3XCAn27LTaGA6d6lWsC8A565Yr7iaTCajVpXbRzeIHT4PSyQpgiCYzfB6DZjZznRa7/sH9rIl7JpV++/WoAYapYKolAxC48075VO9qjsA0fGW2W6de+uN2tnV3iLtlzf1GlcjqKYvuiI9B3dcskqfjeqYptEuXbNubZ8avqYk5YYFD8GsrESSIgiCWU1t2ZqnGjVBAl7ZvpXjcdbbTeFop6ZrgxoAbDp91axtV69qOm05Os4y9T3yb+0ccngERlHANMLQc5DpAMDdG89Zpc8Gt5KUy2HWTVKCfS1/UndlJZIUQRDMSiaT8U6X7vSuUZMio4FnNq3namqK1fof2LIeAJtOh5q1+NrgXk34df7TvDChm9na/KfbJzgr5JVv6/G9dOlrKlh35VwMGWmWXydSr4ZpO3BEVAp6K55MHORtGoWLTbXMVGFlJpIUQRDMTiGX81Wfx2hRxZ+cIi0T168lISfbKn13qBOEt4sjGXkF7Ltivu2mVf3cqBXsg1JpmVL18lvnAtliZ5StePu5UrthVSRJ4tjeUIv3V9XPDQd7NUU6g8Wm7e6mmqcbADGpmWbfHl/ZiSRFEASLsFOqWDBwCDXdPUjKy2XC+rVkFRZavF+lQs6glqadI6uPlo+TmktCozFVtS3Mt97he+VBmy51ATh91PIl6+VyGTUCvQG4EWO9RaxVPUyLrvO0RWTlW/7/QGUikhRBECzGzc6eX4cMx9fRibD0NJ7ZtA6t3rKl5QFGtG2ETAZHr8cQnVIxtn26uDsCkJ2Zb+NIrKtZG9MaogsnIzEaLX8IX1CAaRGrpdYW3Y1GpcTT2VRrJzHDMlvYKyuRpAiCYFFVnV34dfAwnNRqTibE8/L2LRgs/GYU4OlKx7qmCrR/Hj5v0b7MNXzv+o8kRaezfCJXXtRuUBWNnYrszHxiIy0/uhEUcGsBtBWnewCquDkDkJgpkpSHIZIUQRAsrq6XN78MGIJarmBbRBjvH9hr8bn5pzqZdo6sPXGJ7ALzD7HnFxSRlpF3xxk7ZXlNHl5OaOxUGI0SSXEVY/THHJQqBTXqVQEg4qrld91U9XMDICHZuotYvVxMSWhqtu0O4qyIRJIiCIJVtA2oxue9+wGw7MI5fj590qL9tatdnZp+nuRrdaw9Zr46HLcTkf3Hw/jg2y0A/LH+JJIklelQQJlMRtVA01REXNSjVfSrZl3T1uCIUMufFFzFxxWARAsV5bsX71tJSkp2nlX7rehEkiIIgtX0r12HOZ26AvDpkYP8HXrFYn3JZDKe7tICgN8OnKHIDGthjMb/T0RaNKrOqQvRTHztN05diOZ6ZNmLx4XUNm2RDQ+1bh0PW6sWbFrMGh9j+XUiPl6maZfs3EK0Wp3F+7vNw8m0JiUjTyycfRgiSREEwaomNmvBlOYtAZi1ezsHo6Ms1teA5nXxcXUiOTuPjafKvsVVLpeRm6flj3UnmPf9NgKrepKZnc+sqb0JvFXsrSxqNwwA4Pql+DK3VZH4Vzd97xJiLb9OxMlBg92tnVQpVjzDx93RVEk4I+/RWhhdViJJEQTB6mZ16MygOnXRG41M27KBS8mWOQlXpVQw7tZoyoLdJ8p0Cq3RKLFp10X+9+k6LlyNp0PLGrzxfF/SM/NISs7GTqPCYDBSUFj6LcT1mlQD4PK5aAxWLDZmaz5V3ABItcIUjEwmw93VNPWSaYUzg25zcTBVEs7O11qtz8pAJCmCIFidXCbj0559aV+tOnk6HRM3rCUmK9MifY1s1wgPJwfi07PZVIbRlOTUbPYeu0arJkFMHNWefl0b0KB2Fd6c3o/w6BRy87QcOxvJO19sIiWtdDs4QupUwdnVnvxcLdcuPzqjKW6eTgDk52opssIUjIuzKWHIyrFekuJspwYgt1AkKQ9DJCmCINiEWqHgx8cGUc/Lm9T8fMavX0t6gfmHwu3VKiZ2M00v/bzreKlL5R89E0lmdgGPD2xB7RBfHB00ALRqEkhgVQ/m/7KTb37di6ODBjs7Val2+igUcpreqhty4oB1D2e0JSdnO+S3jgPIybLOicgAObnWWx/iaGf6fcktw0jbo0gkKYIg2IyzRsOvg4dR1dmFqMwMJm9YR77O/J+kR7ZrjJezaTRl7YnS7fRp3zKEsMhkLl5NQG8wkpev5eT5aL5YsJsPv92KQiHn2/ce552X+uPsaFfqnT7tupkqsB7eZblFxeWNTCZDrVEBUFRk+Roxdrf6KrTiwll7lWkdjDWKGVYmIkkRBMGmfBydWDJ4GG52dpy7mcgLWzehN3OxNweNimd6tgHg553HyS/Fm5OvlwvjhrclKSWLC6FxzP9lF2/N30BcUiYajYoa1b3IvXWScVEZirG16VwXlUpBbGQKEVctvyW3vFCpTWci6ayQpNjbmZKUAismKXbqW8ceWOH1VSZmTVJSU1MJDg4mKiqqRM/fv38/9erVw8vLiy+++MKcoQiCUIHU8PBk4cChaBRK9kTd4K29u8xe7G1E20YEeLqSkp3H0v2nS9XGuJHtuBGdygffbEUul/HLJ2NY/NlYfvpoNDq9kVnz1gKgvvWpuTQcne1o09U0mrJt7alSt1PR3D4FWi63/Gfn24dE6vWWL8N/m0pxKwkrw+LtR5HZfhtSU1MZMGBAiROUlJQUBg0axOjRozl69CjLly9n79695gpHEIQKpnkVf77t1x+5TMbKyxf5+vhRs7avUip4sV8HAJbsO0VqzsMX1VIq5NQI9Obj2UN464XHqO5v2jrr5uKAq4s9rs72ZGSVvVjXYyNaAbBn8/lH5sDB2yMot0dULElxa/2LpY9n+CflrVOu9Qbr9VkZmC1JeeKJJ3jyySdL/Pzly5fj7+/PW2+9Ra1atXj77bdZtGiRucIRBKEC6hlSk/e69gDgmxNHWXHJvKcY925Sm4bVfMnX6vhu65FStfFY94bUDvEt/rpQq+ObX/fy+S87ad00GBcn+zLH2bRNCFWqeZCXU8jODWfL3F55p9PpKdKakhT7WwuSLav0lYFLSy67nRhZ9jiIysZsScqCBQt44YUXSvz88+fP061bt+LFZa1bt+b06fsPwWq1WrKzs++4CYJQuTzZqAkzWrcF4K29u9h1I9xsbcvlMl4f3AUwnekTGlf6KrF6vYEflu2n79PfculaAl++PZJnnuyIQlH2P6tyuZyhT7UH4O/fj2Co5J++szNMu7rkCjlOLnYW7+/2CIrSDD+rkpLZIDGqDMz2EwoODn6o52dnZ99xjYuLCwkJ9y8FPW/ePFxdXYtv1apVK1WsgiCUby+1ac+I+g0wShIvbNvMmUTzlYlvFlyVfk3rIEnw8brSHXSo0xnoN+47jp+N5OPZQ/nl4zG0bByIJEn/SSjmfb+N81fiHrqP3oOb4+xqT0JMGnu3WPYkZ1tLTzXVlXF1d7DKmhT9rW3oSoXlp5ZuM976PSvD8U6PJJvt7lEqlWg0/z+sZ2dnR37+/WskvPHGG2RlZRXfYmNjLR2mIAg2IJPJ+LBbL7oGBVOo1zNl49/cyDBfyfRXBnTCXq3kTGQCm89cfejrVSoFiz4dy9Ivx9O2menD1u0DBhUKOYnJWYSGm3bm1A7xxd3N4aGTITsHNSMndALg9x/2oCvDjqHyLj7adGaPfzVPq/RXUGDa1XN7l4812GL0pjKw2XfLw8ODlJSU4q9zcnJQq9X3vUaj0eDi4nLHTRCEykmlUPBdv4E09vUjo7CQ8evXkJJnnhNk/dydi7ckf77xANkFD1/Uq/qts3qk4k/IMlLTc/lq0W5GTVvAivWmnTnD+zWjur9HqeqmDBrdFncvJ5LiM9i88sRDX19RxEebTn2+fYaPpeXfKqhmzSRFd2uETWmFkaLKxGbfrVatWnH06P+v3j979ixVq1a1VTiCIJRDDioViwYOJdDVjbjsbCZuWEuO1jxlxZ/u0pwgb3dSc/L5ZsvhUrcjk8nIyMrj68V7GDVtAZeuJfDjh0/y3qsDi59T2u3UdvZqxk4zLST+/cc9ZKabJ0krb8JDTaNOIbWrWKW/25VmnZ0sv/7ltsJbRQrt1NZLjCoDiycp2dnZ6O5SQXLQoEEcPnyYXbt2odPp+PTTT+nTp4+lwxEEoYLxdHBgyeDheNo7cDklmWlbNlBkhloTaqWSt0aYEoBVRy9wMSapVO0sWHGIQZN+5HxoPPPnDGfhp2NpWMcfo1EqXvtQ2uqzAH2GtqBG3Srk5hSy8IttpW6nvJIkieuXTWt2ajXwt0qfmbfO7HFzKftOrJK6XcTNvgw1dB5FFk9SGjduzObNm/9zv5eXF19++SWPPfYYvr6+XLt2jTlz5lg6HEEQKqBANzcWDx6Gg0rF4dgYZu/aXrwQsSxa16zGwBb1kCR4Z9XOUhXaquLtyrxZQ1n82ViaN6yO0Sih0xmQy2XFRcOg9KMpCoWc6W8OQiaTsWvDWU4dDitVO+VVXFQqack5qFQKatazfJJiNEqkZ5pGpNxdHCze3225WtMUk4Pm/ssahDuZPUmRJImgoKDir6OiohgyZMhdn/vcc89x7do1li9fzoULF/D19b3r8wRBEBr5+PJ9v4Eo5XLWXQvl0yMHzdLua4O64O5oT1hiKr/uffgKrwN6NqJjqxpI0v8nJyqVKTkJDU/kt7XHgbKNptRrUo1Bo03bsr95bx15OdY7GM/STt9Kuhq1DMLO3vJv4Fk5+ej1RmQy8PJwsnh/t+UWmKYpne2tUQem8rD5Cp7g4GD69euHk5P1flkEQaiYugQFM69HbwB+OX2SpefPlLlNdyf74topP+04TkRS2kO3YTSadvbcTk7CopL5be1xFv55mCthicQmZAClH00BmPBCL/yqupOcmMXX760z+7EBtnJ4t+kgxRYdalulv5sppu3OHq6Od4x0WVpOoUhSSsPmSYogCMLDGF6vAa+26wjAe/v3siXsWpnb7N+8Lp3qBaMzGHh75Y6HLpcuv1VmPSwqmV9XHWHp6qPsPnyV6Lh0MrLyiUkwbZ8uy2iKnYOa2Z+MQqGUc2D7JbasPlnqtsqLlKRMLp6OQiaT0bl3Q6v0GX8zEwB/Pzer9Hdbeu6tdTCO1lusWxmIFTyC8AgpMui5WZhDSmEOmUUF5OuL0BpMC/oUcjkOCjXOKg1edk742DnjqrbewsKHMa1la27m5vD7xfO8sn0rnvYOtAkofXFHmUzG2yN6MPSzZVyISeLXvaeY3KP1Q7URGp7ID8sOUMXHhSb1q/HU0DbUrenHqk2nWbL6KNk5BfTrVrY34rqNqzHxxd4s+HwbP326hZA6VajXpOIWtdy14RwADVsE4u3napU+YxNNo1pVrdTfbRm3khR3x/L5f6q8EkmKIFRSeTotp9NiuJgRz6XMRCJyUojPy8RIyacJXFV2BDp5UsfVl/puVWjqEUAtFx8UMtsOwspkMt7p0p3k/Dx2RITzzKb1rBzxOHW9vEvdpp+bM68P7srbK3fww/ZjdK4fQu0qXiW+vl7NKvToWJe6NXypW8Ov+P7h/ZpRr6Zf8Sm/ZTV0bHsun43myJ5Q3n3xd77+4zl8/d3N0rY16XUGNq8y1X7pM7SF1fqNjDFN5wVXK/nP1hxuH2jp5exo1X4rOpGkCEIlciMnld0JV9mbdJ0LGXEY7rJuwU6hxNvOGXe1Aw5KNWq5Ehmgl4zk64vI1hWSWphDlq6QLF0hFzLiuZARX3y9k1JDa68g2vuG0NW3NlUd3az3Av9BIZfzVZ/HGPv3X5xOTGDi+rX8NWo0/s6lL/I4pFV99lwMZ9+VG7z5xzb+eHE0qodYtzCkd5PifxsMxuIKtA1q+xdPCZWVXC7ntY9G8Oq4Bdy4lsQ7039n/pLJOFlxO6057NlyntTkbNw9nejcp5HV+o2MNRWOC7FykpKSnQuAj6tYf/kwRJIiCBVcVlEB62POsz72AlcyE+94rJqjO808qtHQ3Z86rr4EO3nhpXEs0dqIfH0RsXkZ3MhJ5WpWEpcyEziXHkeuXsuepGvsSbrGB2ylvlsV+latz8BqjfGzt24VaDuligUDhzBq9Z+EZ6QzYf1aVo14Ale70s37y2Qy3hnZk3OfLeNqQgrfbjvCKwM6PVQb/yyPD6DV6sgvLEKSTCXRXZzt73headg7aJj7zVO8OOYnosJv8tbzy/jo5/FWOkG47Iq0On7/YTcAw8Z2QK22zltRoVZHdJxpJKVGUOlH3UojKVMkKaUhkyrwEvHs7GxcXV3JysoSJfKFR05UbhpLwo6yIfYCBQZTwUSlTE47nxC6V6lDJ9+aVHVwM2ufeqORa1lJHEm+wYGb4ZxJiymePpIB7X1qMCqoOd2q1EElt97OificbEasWsHNvFxa+Vdl2ZARaJSlf+PbfTGcl5ZsRCaDxVNH0rJGwENdfzsBiYhO4eCJcC5dS+DkhWhaNq5Ot3Z1GNCjEXq9ocy7S25cT+L1iYvIzS6gaesQ5n77lFW28ZbVX0sOsfCLbXj5urBo48torFSe/sLVeKa9uQJPN0fWLXyuTAuZH4bOYKDlrG8xShJ733kGLxcx5VPS92+xu0cQKpjInDRmnlxD/53fszLqNAUGHbVdfHizcV/293uFX9qP4YnglmZPUMB07kgDd3+m1OnIb53Hc/CxV3m36QBaegYiAYeTI3jxxGp6bP+Kn64dIEN7/0NDzaWqswuLBw/DSa3mZEI8L2/f8tA7dP6pR6OaDG3dAEmCN/7YRlb+w9UlkclkZOcWsmDFIc5ejqVpgwB++XgM3drW4cuFphEEpVLBmUsxnL1c+oNSQ2r78eGP47B3UHPuxA3mTF1a7muoJMWls/ynPQA8/XwPqyUoAJevm07TrlfLz2oJCkBSZg5GSUKjVODhZL0CcpWBSFIEoYJI1+bx3rnNDNz9PZvjLmFEootvLZZ2Gse67s/xVI02eGis+wnNQ+PIqOAW/NZ5PDt6v8CztTvipXEipTCXr6/spcf2r/jk4naSC3IsHks9L29+7j8YtVzBtogw3j+wt0y1RGYN7kp1LzeSMnOYu2rnQ7e1fsd5ouLS+d/0vjw1tA11Qnxp3zKEru1qs/94GK99uIYX567i+NnIUscIUKdRAO//8DQOThounYlm1uTFZKbllqlNSzEYjMyfs4aC/CIaNAuk56BmVu3/whXT2qrGda17TlxMSiYA1bzczLY26VEhkhRBKOeMksTKyFM8tvM7VkSewiBJdPWrzZpuz/BT+ydp7RVk1U+F91LN0Z2XGvRgd9+X+KTFUOq5+lFg0LEk/Bi9dnzNvAvbSC207Jtnu2rVmd+7LwDLLpzj59OlryXiaKfm06f6oVTI2XUxnNXHLj7U9VfCEunXtQG+Xv8/lP339nPsOHCFOZ+tx9FBw4ZFU3nuqc6ljvG2hs2D+HTRJFzdHQkPTeCFJ3/kxrXEB19oZb//uIdLZ6Kxd1Dz2ofDkVvxRGCDwcj5UNMZQY3rP9z0XVlFpZi2PQd4Wnfbc2UgFs4KQjkWlZvGm6fXcybdNCVQ19WXNxr1pbV3kG0Duw+1XMGg6o0ZWK0Rh5Ij+OnqAc6kx7Is4jiro84wqVZ7JtRqj4PSMmsnBtSuS3JeHh8c3MenRw7i6+jE0Hr1S9VWg2p+vNivA59vOsin6/bRJLAKdfxLtuCybbNgtu67jIuTHd6ezmzcdYEjpyMY2LMxkx7vgKe7adTLYDAWL7Iti5r1/Pl86RTemfEb8dFpvDz2F155bxhd+lpv58z97Nl8jhW/7ANgxluD8AvwsGr/127cJDu3ECcHzR1bxK0hMtlUzC/Ex7qvuTIQIymCUA5JksSqyNMM2/MzZ9JjcVCq+V/jvqzu+ky5TlD+SSaT0cm3Jr93nsCiDmNp7F6VAoOO767up+/Ob1kXc94shwTezcRmLZjczFR7Y9bu7RyMjip1W093aUGnesFo9QZmLttM/q2D4h5kcO8m9OxYly8W7uJ/n65DLpOx+ocpvP5cbzzdHTEaJSRJMkuCcltAkBdfLX+O5u1qoC3UMe/1lXz97joK80sWs6Uc33+VL976G4DhT3ege/+m1o/h1rRai0bVUZrxe14SETdNSUpNP0+r9lsZiCRFEMqZXJ2WmafW8s65TRQYdLT1DmZDj6mMrdEGpRWHx81FJpPR3ieEP7tM4svWIwhwcCOlMJc3Tq/jyf2LuZqVZJF+Z3fswsDaddEbjUzbsoFLyTdL1Y5cLuPDJ/rg4+pEVEoG767eXeL1Kd4eTjRvWJ1VP0xh3uwh+Pm4FicncrnMItN0zi72vP/90zwxuQsymYyta04xdeR3XDhVtrUvpbVn8znef3kFer2Brv0aM+mVPjaJ49CpCADaNg+2ar+SJHEtIQWAmn7Wrc1SGYgtyIJQjkTmpPH8sRVE5qahkMl4uX4PJtRqj7wcrDkxlyKDnqURx/jp6gHyDToUMhnjarTl+XpdzT4FpNXrmbjhb47GxeDl4MBfI0dT3dWtVG2duRHPxB9XYzBKvDWiB6PaNX6o6w0Go8USk3s5eyyCz99aQ+rNbMBU2XXcjJ54eDlbvG+DwcgfP+9l+U97AejStxGvfzQChRUP9bstKSWbEc/9gkwGGxZNxd3VegvMEzOy6f3BIpRyOcfnPY+6DFvjKxOxBVkQKpgjyTd4Yv9CInPT8LN34bdOE5hUu0OlSlAA1AolU2p3ZEuv6fTxr49BklgcfpTBu3/kaPINs/alUSr5sf8g6nl5k5qfz/j1a0kvKN226OYhVXnxMdPBhh//vY9LMSUfAbo9rfPvBCU7t5A1W85Y7ETjZm1r8PPaF+g3oiUA2/8+zaQBX/LbD7vJzS6wSJ8AMTeSeXXcguIEZcT4jsz6eKRNEhSAPYevAtC4boBVExSA0HjTKEqwr4dIUEpBJCmCUA6siznPs0eWk60rpKlHAKu7TqGZZ8U9OK4kfO1d+KrNSH5sN5oq9q7E5Wcy8fBvvHduM/l6862hcNFoWDxoGP7OzkRlZjB5wzrydbpStTW+awu6N6yBzmDglWWbig+Ne5C7jZ4U6fRM/d8ffLloD6s3nylVPCXh6GzHi28P4fOlU6jdsCoF+UUs/2kvT/edz+Kvd5AUl262vjLT81jw+TaeH/k9Vy/E4uCkYeYHw5n8Sl+r7uT5tx0HQwHo1bme1fu+FGtKZhsE+Fq978pAJCmCYGNLwo7yxul16CUjAwIasbTjOLzsHp3S2V39arOxx1RGB5s+7a+IPMXQPT9zLj3ObH34OjmxZPBwXDV2nLuZyAtbN6EvRbE3mUzGB0/0IdDLjcSMHF7/fQt6Q+mKxqlVSgb0NO28+W7pPo6eNu8o0r81aBbIV78/y/8+e5zAGj7k52pZtegAE/p/yewpi9ny10kySlFfRZIkrpyL4ct3/mZc3/msWXoInc5Aq461+XntDKvXQvm3sKhkwqNSUCrldG9X2+r9X44xrYVqWF0kKaUh1qQIgg39dO0AX18xDYlPqNmOmQ17VbrpnYdxJPkGb55ZT1JBNgqZjOfrduWZOh3Ndury6cR4nlr7F1qDnscbNOKj7r1KtUYkLDGVMd/8SUGRjgndWj70+T63SZLEvB+2s2XPJeztVPzwwWhqBfuUqq2HYTQaObbvKhv/PM7ZYxF3PBZUy5dGLYIIqe1HtWBvPLydcXZzQC6XYTRK5GTlk5KURVTYTa5fiufM0fA7kpua9fx5enoPWnWsXS7q93y+YBd/bztHt3a1eX/mIKv2bTAa6TDnR/K0Rax+ZQx1q1r+Z1tRlPT9WyQpgmAjP149wDehpgRlRr2uTKvbxcYRlQ/ZRYW8f34Lm+JMxdNaeQUyv+VwfOzNs9hzZ0Q4U7dswChJvNC6HS+1bV+qdradu8Zrv20B4NOnHqNfszqlakenMzDzwzWcvhiDp7sjP3/0JH4+1iv6lRiXzoHtFzm44zLhoQmlasPOXk3HXg3oM6Q5DVuUj+KCAPkFRQx95ify8ov48u2RtGoSaNX+ryWkMOLz33HUqDn8wVQUFXB3nqWIJEUQyrFl4ceYd3E7AK806MGU2h1tHFH5IkkSG2Iv8N75LeTri3BXO/BZy2F08K1hlvb/uHieOXt3AfBR91480fDhdurc9sWmg/y69xR2KiVLp4+ifinXHeTkFTLtzRVExqYRWNWDHz4cjeut05KtKTM9jwsnb3D9cjw3rieRGJtOekoO2sL/X8NjZ6/G3cuJwBo+BNf2o2nrEOo1rW61k4wfxqpNp/nm170EVHHnj28mWr0k/e8HzvDJ+v10qBPIT88Ms2rf5Z1IUgShnFoXc543Tq8D4IV63Zhat+xl0SuryJw0Xjm5mqtZN5EB0+t15bk6nc0yJfbF0cN8d/IYcpmMn/sPpkfIwydABqOR5xet5/DVKPzcnFnx0mi8nEu3e+RmajZT/7eC5LQc6tXy4+t3RuFQDk40liQJg96I0WgEmaxcJiN3ozcYGT19IYnJ2cx8pidD+jS1egwvLN7A3ssRvNS/I5O6t7J6/+WZ2IIsCOXQ0eQbvHVmAwDja7bluTqlW8vwqAh29uTPLpMZGdQcCfg2dB9Tj64gu6jsJ/2+3LY9I+s3xChJzNi2ibOJDz/VoZDL+fSpfgR5u5OUmcPLSzZSpNeXKh5fLxe+eHsErs72hIYl8cYn69BqS7cLyZxkMhlKlQK1RlVhEhSAXQdDSUzOxs3Fnr5dG1i9f53BwMkI03EWbWpW7p16liSSFEGwkojsFF48sap4F89rDXuXm7n78kyjUPJes4F81HwwGrmSAzfDGLVvARHZKWVqVyaT8UG3nnQJDKZQr2fyxr+5kfHw23Fd7O34ZuIgnO01nItKfKiKtP8WFODJ/DnDsLdTcfpiDHPmb6BIV7qk51GmNxhZ8tcxAB4f2BI7jcrqMVyKSSK3sAg3BzvqBYgFs6UlkhRBsIKsogKmHVtBjk5LC8/qfNB80CO9i6c0hgY2ZXmXiVSxdyE6L53H9y9kf1JYmdpUKRR8/9hAGvv6kVFYyPj1a0jJy3vodoJ9PJg/tj8KuYwNp66waE/pT1+uV7MKn/1vGBq1kqNnInn7840iUXlIW/deIi4xAxcnO4b3s80W6ENXowFoW7u6WDBbBuI7JwgWZpQkXj/1NzF5GVR1cOPbNo+jUVScYfPypIFbFf7q9gytvALJ0xcx9egfLA47UqaKrQ4qFQsHDiXQ1Y247GwmblhLjlb70O20rxPI7CHdAPh6y2F2nL9e6piaNqjGx7OHolYrOXQygjmfbUBbJBKVksgvKGLhisMAjBvR1mbrevZfMdW96VzPumcFVTYiSREEC/v52kEO3AxDI1fyTZtRuGscbB1SheahcWRhh7HF61Q+u7STuec2oTMaSt2ml4MDSwYPx9PensspyUzbsoEiw8O390SHJozp1BSA//2xjQvRiaWOqVWTQD65lagcOX2DNz5ZR2E5WKNS3v229jhpmXlU9XNjWF/bjKIkpGdzLSEFuUxGJ5GklIlIUgTBgk6lRvNd6D4A3mnan/puVWwbUCWhlit4t+kAZjfqgwxYFXWG547+Qa7u4UdAbgt0c2PRoGE4qFQcjo1h9q7tGEsxQvPaoC50qR+MVm9gxuL1xKZlljqmVk0C+ex/w7DTKDlxLopX3v+LnLyyLxqurKLj0lixwTTVNu3pLqhUtjkraNfFcACaBfvj5mj9reSViUhSBMFCsosKef3UWoxIDK7WhKGBTW0dUqUik8kYV7Mt37d9AgeFiiPJNxh78FduFmSXus3Gvn58328gCpmMdddC+fTIwYduw7Tj5zHqVfUhPbeAaQvWkZlX+sP8WjSqzpdvj8TJQcOF0HheeGcVqRkPX76+sjMaJT79aSd6vZF2zYPp3LqmzWK5PdXXu4n1y/BXNiJJEQQL+eDCVhILsqnu6MFbTfrZOpxKq1uVOizrPAEvjSNXs27yxP5FhJdh50+XoGDm9egNwC+nT7L0/MMf/uegUfPdpMH4uTkTlZLBC4s3UFiGxa+N6lbl2/cfx93VgbDIZJ574w+i4tJK3V5ltHrzac6HxmFvp+LVKT1ttnMuIT2b89GJyGTQs5HtEqXKQiQpgmABuxKusjH2AnJkfNJyKI4qja1DqtQauFVhRZdJhDh5kVSQzVMHFnM2LbbU7Y2o35BX25mqAK+4eAFtKWqf+Lg68cPkITjbaTgblcAby7diKMWhhrfVCvLhp4+eJMDPjaSUbKa+uYKzl0v/GiuTGzEp/LzcNOo1fVxXqx4r8G9bz10DoFWNavi4PjoHhVqKSFIEwcyyiwp599xmACbVbk9TjwAbR/RoCHB05/fOE2jiHkCWrpCJh5eVaYvytJateatzN/4c8TgaZel2Y9Wq4sXXEwaiUijYdTGceX/vK9NOpKp+bvz40ZM0qF2FnNxCXn5vNZt2XSx1e5VBXr6WOZ9tpEhnoF3zYAb1Kt0RB+YgSRKbTocC8Fgpz3IS7iTK4guCmc09t4mVkacJcvJkXffnKvx2Y4NkIFWbRqo2lWx9Dnn6PPRGHQaMKGVK1HI1TkpHXFWueGk8cVO5ITfTqcWlka8v4uUTf3HgZhhKmZyPWwyhf7VGFutPkqQHTi1sP3+d137bjCTB833b8VyvtmXqU6vV8dH329h92PSpfcRjzZg+ritKpW0WitqKJEnM+WwD+4+H4ePpzKLPnsLdtXTHEpjDxZgknvx6BXYqJXveeQZnezGCei8lff+u2H89BaGcOZ8ex8rI0wC823RAhUxQMooyuJIdyrWc60TmRRFfkIBBKvl2XLVcjb9dFYIcg6jhFExd57p4a7ystkbAQanmu7aP87/T69kUd5HXTq0lV6/l8eCWZu/rdoKiNxpR3qdgV58mtUnLyWfe33v5fttRPBztGdW+San71WhUzH15AIEBnixeeYS/tpwlPCqFd18ZiKe77d6kre3X1UfZfzwMlVLB+zMH2TRBAVh7/BIAvRrXEgmKmVS8v6CCUE4ZJYkPzm8FYEj1JrT2DrJtQA8hvSidY2knOJF+ksi8qP88rpKp8NZ44aJywUnpiEquRo4cg2RAa9SSo88lS5dJmjadImMRUfnRROVHsy9lPwBeak+auDWhuXtT6rnURSGz7Cd+lVzBJy2H4qK2448bJ5l7bjMFeh3ja7UzWx+RmRn8deUSr7XvxK4bEVy4mYQRidkd7n5g5JMdm5Kem8/PO4/zwdo9uDjY0bdp6acEZDIZE0e1p1aQD+9/s4VzV+KYMHMpc18aQPNG1UvdbkWxcdcFFq88AsDLk3vQoLZtt/fnFGjZfOYqAEPbNLRpLJWJmO4RBDNZE3WWOWc34KTUsLXXdLzsyveiOUmSCM25yvaknZzPvICE6U+BDBlBjoHUc6lLDccQghwD8VB7lGgKR2/Uk6pNJaYglsi8KMJywrmRF3nHSIyz0pnWHq3o4t2RQMdAi70+ML3GL6/sZsF1UwVSc5863fHXX3BSqanh4YlCJiM8Ix1fRyd+HTzsnvF8sGYPq45eQKmQ882EQWYp9hUTn86c+Ru4EZOKXC7j6WFtGD+yXaWd/tl/PIy352/AYJR4enhbnnmyo61D4o9D55j3915CfD1Y99rT4lyuByjp+7dIUgTBDPL1RfTd+S0phbm83rAXE2q1t3VI93Ux6xLr4jcQnhtRfF8d59q082xDC/fmuKjM9/9Ja9ByJTuUs5nnOZNxlhx9TvFjwY5B9PLtQRuP1ijllhvY/enaAb6+sheAqXU6M6Ne1zK/iWQVFrLw7CmWnDtDA29f/hzxOBkFBbyxewdzOnclwOXuO0wMRiNvLN/G1nPX0CgV/PTMMFrWKPvi6kKtji8X7mbzHtOUQ71afrz1wmNU9/coc9vlyd6j15j75WYMBiOPdWvAG8/3tXlCYDRKDP50KVEpGcwe0pUxnWxT6bYisUmScunSJSZMmEB4eDiTJ0/m008/feAvT+PGjbl48f9Xp0+aNImFCxeWqD+RpAjlxY9XD/BN6F4CHNzY3PN51OV0LUpCQQJ/xKzkYpbpjUwlU9LZuxM9fXvgb2/54XKDZOBy1hUOpR7mVMaZ4hEWN5Ur/fz60M2nKxqFZebyF10/zPzLuwB4pnZHXqrfvdRvbhHpaay9eoWYrEzqeHrz8+kTvNimPZObtyQlPw8PO/v7HiqnMxh46deNHAiNxFGjZsFzw2lU3a9Usfzb7sNX+eznneTmaVGrlTwzuiMj+zdHoaj4mzm377/CR99txWCU6NO5Pm9M74uyHLyuA1du8Pyi9TjZqdn11hQc7WxzXlBFYvUkRavVUrduXfr06cNrr73GCy+8wIgRI5gwYcI9r8nPz8fb25uoqChUKtNR2hqNBnv7kpURFkmKUB5kFhXQa/vX5Oq1zG85zKI7SUpLb9SzOXEr6xM2YpAMKGQKevh0p3+Vvrip3WwSU7Yuh/0pB9h1czeZuiwAnJVO9K/yGD18u6OWq8ze57LwY8y7uB0ofaJyKfkm666GkpCTTd+atRhUpx6Xk29yLD6OSc1aFC+mPZUQT2xWFkPr1b9rO4U6Pc8vXMeJ8Fhc7DUsnjaSOv7eZX6NADdTs/n4h+2cPG86ibdeTT9ef643tYJ9zNK+tUmSxK+rjxavQXmsWwNmTe1TbhKviT+s5mREHOO6tGDmIPNNJ1ZmVk9S1q1bx8SJE4mLi8PBwYHz58/z/PPPc+jQoXtec/jwYWbOnMnRo0dL1adIUoTy4KvLu/n5+iHquPiytvuzyMvZXHRiQRI/RvxMdH4MAE1cGzMmcDS+duXjDUtv1HM47SibEraQrE0GwEPtwYiAYbTzbGP27cy/RRznowvbgIdPVI7HxbL26hW0Bj1D69SnS9C915PsjAjnTFICs+6xkBYgX1vEMz+v5Xx0Iu6O9iyeNoKafl4P94LuQZIkNuy8wA+/7Scvvwi5XMawvs2Y+Hh7XJzszNKHNeQXFDHv+23sPWoqNf/k4FY891Rn5PLy8f/sXFQCY79diVIhZ+v/JuLn5mzrkCqEkr5/m+1///nz52nbti0ODqYTXhs3bsyVK1fue82JEyeIi4vD29sbNzc3pk6divY+R6RrtVqys7PvuAmCLWVo8/ntxgkAptfrWu4SlONpJ3nn8ntE58fgqHDkuZApvFz7hXKToAAo5Uq6eHfi48YfMCl4PB5qd9KL0vnlxkI+uDLvrruNymJsjTb8r3FfAH65fojvr+4v8bV2KhU5Wi1jGzctTlD+fQjhyssXiczMoFeNmvdNUMBUPv+HKUOoH+BDRl4Bk35cw42b6Q/5iu5OJpMxuHcTln89kW7tamM0Svy15Qyjpy9izZYz6HSlPzXaWq5GJDHxtd/Ye/Q6CoWc15/rzbSnu5SbBAVgwS7T//+BLeqJBMUCzJakZGdnExz8/58qZDIZCoWCjIyMe15z7do1OnbsyKFDh9i+fTs7d+7kyy+/vOfz582bh6ura/GtWrVq5gpfEEpl+Y0T5OuLqOfqR48q5afCpCRJrI1bxw8RP6E1aqnrXIcPG71LO6+2Nl9keC8KmYLO3p34pPE8RgQMQyPXEJF3g3cvf8Dv0X9QYCj9IX3/NrZGG2Y1Mp3P8/3V/fxyrWQHCTbx9WNej960qFIVMH2f/5mYfnviKP/bvYOozHv/3fs3F3s7fnl2OHX9vUnPzWfSj6uJTDZPogLg5eHE+zMH8eXbIwgK8CQrp4AvF+3hyRcWs3XfZfSG0pfqt5QinZ6flx/k2dnLiUvMwMfTme/ff8Km1WTv5kJ0IgdCI1HIZUzq3srW4VRKZpvumTVrFjqdji+++KL4vmrVqnHs2DGqVq1aojaWLVvGN998w6lTp+76uFarvWOkJTs7m2rVqonpHsEm8vRF9Nj2FVm6Ar5oNYJ+AQ1sHRJgmj5ZGPkrR9OOAfCYX19GVBtm8dok5pZRlMHK2NUcTTsOmKaAJgaPo5Gr+WpQLLx+mM9vLaad3agP42qWvBLsvyvNvrlnJ+uuXuG3oSNpXsX/gc//t4zcAib99Bdhial4OTuwaOpIQnzNuzNHbzCycecFlqw+SlpmHmAqtT9mSGv6dK6HRmP+dUAPQ5IkDp4I54ffDhCXaEr0urevw6vP9MTVuWRrFa3p2Z/XcuR6NENaNeD9J3rbOpwKxerTPR4eHqSk3HnyaE5ODmp1yVc5+/j4EB8ff8/HNRoNLi4ud9wEwVbWRZ8jS1dAdUcPeletZ+twANAZdXwf/iNH046hkCmYGDyex6uPrHAJCoC72p3najzDa3VewVvjTXpROvOvfcmSyGVoDfeeFn4Yk2t3YHrdLgB8fHE7q25VCy6J2wmHVq/nuU3r2XkjnC1PjqN5Ff/igwRT8/OLn59bVETOfaaz3Z3sWfTcCGpX8SI1J5+JP64mIsm8Jx0rFXKG9m3Kn99P4tkxnXBzsSc+KZNPf9rB8Od+4eflB0m4mWnWPktCkiSOn41k2pw/+d+n64lLzMDTzZEPXxvEe68OLJcJyvGwGI5cj0apkPNMr9a2DqfSMttIyp49e3jmmWcIDw8HIDIykvr165Obm4tCcfc/kO3atWPVqlXF0zbvvPMO27dv59ixYyXqUyycFWzFKEn02/kdMXnpzGnSjzEhtv8jpTPq+DbsB85nXUAlUzKj1vM0cStfw+OlpTVoWR23hp03dwPgZ+fLczWeIdgxqMxtS5LE55d3sSjsCDLgs1bD6R9QstGaHK2WQX/+jkap5K+Ro3FSqzEYjSjkciRJ4veL5zkcE83Ulq1ZdeUSl5JvUtvTi8969b1nmxm5BUz5eQ3XElLwcLLnl2eHm23Xz78VFBaxYecFVm8+Q1KKaY2fTAbNG1anV6d6dGlbC2dHyy2yzS8oYvfhq/y97RzXI02LptVqJY8PaMFTQ1vj6FA+S8sbjRJPfP0HoXHJPNmxKW8M7WbrkCocq+/u0ev1+Pv788knnzBhwgSmTJlCUlISGzduJDMzE2dn5/8kK5MnTyYhIYF33nmHq1ev8vzzz/P9998zbty4EvUpkhTBVvYnhfHc0T9wUdmxp+/LOCptWxfBKBn5OWIhx9KPo5KpeLH2dLNOi5QXl7OusODGYjJ0GShkCkZXe5yevqWvd3KbJEm8e34zKyNPo5TJ+a7tE3Txq1Wi697cs5OPepiG+m+f4WO8tVYlr6iIdot+xs/JiRb+VekVUpO39+2id0hN3u7S/Z7tZuUX8szPa7gSl4yrgx0/PzOUBtXMU0flbvQGI4dOhLN+5/nibcsACoWcpvUDaNc8hBaNqlMj0LvMi1YzsvI5fTGG/ceuc/TMDQq1egA0aiVDejdh9OBWeHmU72rN609eZs6fO3DUqNnyvwl4ODnYOqQKxybF3DZs2MDo0aOxt7dHLpezb98+6tevj0wm4+zZszRt2vSO52dmZjJhwgS2b9+Oj48Ps2bNYurUqSXuTyQpgq08d+QP9t8MY1yNtsxu3MfW4bAiZiXbknagkCl4ufYLlTJBuS1Xn8viyKWczjgDQCv3FkwKmYC9omxTAkZJYtapv9kUdxE7hZJFHcbS3LPkZ+DcTlBurz0p1OvYGxXJ36FXOBATxRMNGjG3aw8u3EwiIj2dgXXq3vdQwuyCQqb+8jcXYpJw1Kj5fvJgWoSUvTLtgyTczGTXoavsPBhKZOyd001ODhpqh/hQK9iHwKqeBFRxw8vDCXdXB+zt1MWF1QwGIzl5hWRmF5CYnEV8UibXI5O5Fp5EREzqHW0G+LkxqFdj+vdoVC6ndf4tt1DLgI+XkJaTzysDOjGhm/kPrnwU2KwsflJSEqdPn6Zt27Z4enqas+n/EEmKYAsJ+Vn03P4VErCl53SCnS37e/4ge5P3syRqGQDPhEyig1f5LslvDpIksfPmLv6MXY1BMuBv78+LtabjZ+dbpnZ1RgMzjq1k/80wnFUafus0gTquJW/zdoKSo9Wy/looR2JjqOXpSeuqAYxbt4aFA4fSOTCIfJ0Op1vr9e63oDavsIgZi9dzMiIOO5WSz8cNoLMZzvopqdiEDI6cjuDUhWjOh8aTX1B03+crFKYkzWi8/9tKjUBv2jQLonv7OtQJ8S23O87u5pP1+/j9wFmCvN1ZO3Msqkp6PpKlibN7BMFCvr+6n+9C99HaK4ilnUo2NWkpEbk3+Cj0E/SSnuEBQxnkP8Cm8VhbeE4434b/QKYuCweFA9NrTqWB690rvJZUgV7H5MO/cSY9Fm87J1Z0mURVB7cSX5+Sl8eG61c5mRBHA28fJjZtgaNaTWhKMjU8PMkrKsL9VlXtf4++3E2hTs8rSzdxMDQSpVzOR0/2pV8z62931xuMRMakci3iJuHRycQmZhCflEV6Zt49kxcnBw0+Xs5U9XMjpLoXdUJ8aVjHHw83RytHbx6XY2/y5NcrMEoSP00ZSoe6QbYOqcISSYogWIBRkui94xvi8zP5pMVQBlW33cLUHF0Ob19+l/SiDFq4N2dGzWkV6hOpuWQWZfJt+A+E50YgR87YoDF09+lapjazigoYe3AJYdnJBDt5srzzRNw1D153UKjX8f3J41xOSaZLYBDjmjQHKF5MG5+dzYytm3ivWw82Xr+KUZJ4s9ODY9XpDbz553a2nr2GTAazBpevQ+y0RXq0Wh3aIj0yuQylQo6Tg6ZSncKsMxgY8/WfhMYn81izunzyVD9bh1ShWX0LsiA8Cs6mxRKfn4mjUk0vf9ttO5YkiSVRy0gvysDPzpcpIRMfyQQFwE3txqy6r9Hesx1GjCyN+o1VsX9hlEpfpMxVbc+C9mOoYu9CZG4a046toNCge+B1dkoVbapWo0dwjeIExShJKORyDEYjVV1c6BQYyJCVy7mckkybqgHkFt1/CgVApVTw8ZP9eLx9EyQJPl63j2+2Hqa8fMbUqJW4ONvj7emMl7sTbi4OlSpBAVi85xSh8cm42Gt4fXAXW4fzyBBJiiA8hE1xphO7e/nXw15pu8JXR9KOcirjDAqZgqk1ni3zotGKTi1X8UzIJIZVHQLA5sSt/HJjIXqjvtRt+tq7sKD9U7iq7DiXHsdrJ9diKEHi07F6IGMaNQEo3uVzO1FJycsjLjub6q5uXE5OppV/AE5qdYmSDblcxpvDuvF833aAqRz7nD+3o9OX//L2FV1oXDI/7TCVxpg9tBuezmI3j7WIJEUQSkhvNLI93nQeVUnraFhCZlEWv0evAGBI1UEEOQbaLJbyRCaTMbjqQKYET0QhU3A07Thfh31XpsJvNVy8+a7tE6jkCnYlXuXjC9sf6vrbJfPlMhkR6WnM3r0DgC9696Olvz+v79pWHHu2Vsu28LD7tieTyXiuV1vmjuyJQi5jw6lQnl+0jtxC8xS3E/4rX6tj1vKt6I1GejaqyYDmdW0d0iNFJCmCUEInU6PIKMrHTW1PW+8Qm8XxZ+xK8g35BDpUp38VMS/+bx29O/ByrRdQy9VcyLrI/Gtfkq/Pf/CF99DSK5BPWgwF4PcbJ1gWXrJik/90LS2Vd/fvJcDFhScbNaapXxUWDBzKEw1Na5rSC/JZev4ML2/fwunEe1fdvm1420Z8O3Ew9molR6/HMPbblcSnZz10XMKDfbp+H5HJ6Xi7OPLWiB6P7LSqrYgkRRBKaEdCKAA9q9y/voUlXc2+xtG048iQMSF4XIUsd28Njdwa8lqdV3BQ2HM9N4xPr31BXhkSlX4BDZjZoCdgKp+/J/HaQ11/8WYSDioVTzRsXHw4IUC3oBDS8vP59sQx1l0N5dfBw+54/H461Qvm12mj8HZxJDwpjTHf/MmF6MSHiku4v42nrrDm+CVkMvhodF9RtM0GRJIiCCUgSRL7kq4D0NNGC2aNkpEVMSsB6Ord2Swl4Suz2s61mF33NZyUTkTmRfLp1fnk6fNK3d7EWu15PKgFEjDz5BquZJY8IQhLT0NvNFLP687y9rFZWXxx7DB7I2/wRZ/HaBtQDaMkFZ/98yANqvnyx4ujqePvTVpOPhN+WM2m06EP87KEe7gan8y7q02HTz7bsw1ta5e8sJ9gPiJJEYQSCM1KIqkgG3uFirbe1ium9U/H004QlR+NndyOYQFDbBJDRRPoGMisujNxVjoRlR/NZ9e+KPXUj0wm480m/WjvE0KBQce0oytILsgp0bVPN27G4dgY5u7bTV5REZIkcT0tlVd2bGFN6GXslErWXb3CknNnkMtkKB5ipM7PzZmlz4+ia4MQivQG3vhjG19sPFDiREf4r9ScPF78dSNavYFO9YKZ2rudrUN6ZIkkRRBK4NBN08GZbb2D0SiUVu/fIBn4O34DAAP8H8NFJeoClVR1h2rMrvsazkonIvOi+Pz6VxQaCkvVlkqu4MtWI6nh7MXNwhyeP/ZnibYmV3VxYfXIJ+gaFIKjWs2Fm0m8uWcnKrmCg+OnsGjQMFpXDWD+0UNEpD/8yceOdmq+Hj+ISd1bAfDrvtNMW7COrPzSvc5HWaFOz4uLN5CQkU11LzfmPdm3zOcVCaUnkhRBKIFDyREAdPStaZP+j6Ud56b2Jk5KJ3r59rBJDBVZgEMAr9V5FQeFA+G5EXwd9h1FxgcnF3fjorbjh7ajcVPbcykzgf+dXl+iLcQNfXzpGhTM/qhIXtmxlRB3D/4YPgpvR0equrhQ3cUVJ7WaXF3p4pLLZbzUvyOfjX0Me7WSI9ejGfXFci7HJpWqvUeRwWjkf39s5UJMEi72Gr6fPARXB8udAi08mEhSBOEB8vVFnEuLBaCDTw2r92+UjGxK2AJAP78+2CnEH83SCHSszsw6L2Mn13AlO5SfI34pdcG36k4efN16FEqZnK3xl1lw/VCJr9Ua9LSvVp1Pev7/wZQp+Xk8t3kDDb19aeJbttOO+zatw28zniDA05WEjGye/m4Vq49eKDeF38orSZJ4f81udl4IR6VQ8NX4gQR5u9s6rEeeSFIE4QHOpsWik4xUsXeluqP1/2hdzLpEQmEidnK7Mpd7tzSjpCNLG05S3iFicjYTmb2WqOz1xOXuILXgNHm6BJu+WdZwCuHF2jNQypScyjjDsujlpY6ntXcQbzV5DICvruxhb+L1El3Xu0Yt3u/Ws/jr0JRkei77lZb+Vfl5wGCAMn+P6vh7s/LlJ4vXqbz3125m/b5V1FO5B0mS+GLTQdYcu4RcJmPemL60qlnN1mEJgPUn1wWhgjmeGglAG+8gm9RI2JFk2mHQ1aczDsrytQVSkoykFZ4lKf8QyfnHySoKQ+L+VV6Vcifc1HXwsm+Jj30bPO0aI7PiVur6LvV4rsYUvg//ib3J+/BSezLA/7FStTUquAWhWUn8GXmK106tYXXXKQQ7e5X4+h0RYbywdTPjmzZjdsf/L7Vujt8zF3s7vh4/iKX7T/PNlsNsPXeNi7FJfDKmH40Dq5S5/cpCkiS+3HyIJftOA/D2iB70aVLbxlEJt4kkRRAe4MytqZ6Wntav7JpelM6l7MvIkNHTt7vV+7+XIkMWN7JXE529njx93B2PKeVOOCr9USvcUMjskDCiN+ZRaEglX5eI3phLauFpUgtPczXjZzQKT6o69iTQZTDuGuts727l0ZIxgaP5PfoPVsetwUvjSVvPNqVq643GfQnLTuZ0WgzTj61kZdfJOKk0Jbp2S/h1prZqzYtt2peq7weRy2VM6NaSZsH+zPp9K3FpWTz93Uqe7dWWyT1aoVI82nV2jEaJzzbs5/eDZwF4Y2g3hrdtZOOohH8SpyALwn0UGQ202jiPIqOBLT2ff6hPyeYSmx/H1Zxr5WLBrMFYyPXMZYRlLkMvmWqOKGWOVHHsiq9DO7zsmmGvrHLPkQCjpCOnKIp07UVSCk5wM/8oOmN28ePumobUdhuPv2M3ZDLLz0aviFnJtqQdqGRKZtd9jZrOpVsYnVqYy4i9v3CzMIeeVeryTZtRZhkN0RuNZiscmF1QyPt/7WbbOdO0VINqvnw0ui8hvh5mab+i0ekNvL1qB5tOXwXgreHdGdW+iY2jenSU9P1bJCmCcB+XMhIYuW8Brip7jvZ/7ZEuiZ1WeI7TyXPJ1UUD4KquRU23sVR17IlSXroDDo2SjuSCE8TkbCIhdzdGdMVt1/eYjp9DJ4t+z42SkW/DvudM5jlcVS68U/8tPDWle9M+nx7H2INL0BkNzGzQk0m1O5QhLomPDu4nKTeHb/oNKD4DqKwkSWLzmat89Pdecgq0qJUKpvVpx7guLVAqHp0liln5hby6dBPHw2NRyGW8/3hvBrasb+uwHiklff9+dH4rBaEULmaYzlFp5O7/yCYokiQRmv4z++MnkquLxk7hRSufeXQP+JNA54GlTlAA5DIVfg4daO07j76B26jjPhmlzJGsojCOJr3IocTnyC6KMOOr+Xf/cp6tMYVq9gFk6bJvbU0uKlVbTTwC+F/jvgB8cXk3x1MiSx3XtbRUfrtwli3h1/ngwF6zLTaWyWQMaFGPtTPH0qFOIEV6A19tPsSTX6/gUsyjsVX5xs10nvx6BcfDY7FXq/h24mCRoJRjIkkRhPu4fKv0eQO3R3OhoUEq4lTym4Rm/ARIVHceSM9qa6jm3Nfs0zF2Sg8aeDxP38At1HYbj1ymJqXgBHtiR3M1YxFGqXT1Qx7Yr8KOF2vPwFnpRHR+NEujfit1UvB4UAsGV2uCEYmZJ9eQXFiyirT/Vs/Lm/m9TYdHLjl/lgVnTpWqnXvxc3PmxylD+eCJ3jjbawiNT2bMN38y7++9lboA3JYzVxn99R/EpGZSxd2Z32Y8Tqd6tqkgLZSMSFIE4T6uZd0EoK5b2WpXVEQGo5ajiS8Tm7sVGUqae79DS5/3UCssO7WqVrjQ0PNFelX7Gz+HThjRcSX9O/bHTyBXF2uRPr01XjxfcyoyZBxKPcKe5H2lakcmk/FO0/7UdvEhVZvHzJNr0JeyPP3A2nV5s1NXAD4+fIB1V6+Uqp17kclkDG7VgA2zxtG/eV2MksQfh84x8OMlrDp6Ab2h8pTVz9cWMXf1TmYt30q+VkerGgGsePFJ6vh7P/hiwaZEkiII92CQjIRlJwNQx+XRSlIkycCJ5DdILjiCQmZHhyrfEuQyxKoxOKr8aef3NS19PkAldyZDe5k9cU8Sn7vbIv3Vc6nLqGojAFges4LI3KhStWOvVPFV65E4KNWcTI3m+6v7Sh3TpGYtmNSsBQCv79rOwZjSxXQ/Xs6OfDymH788O4wQXw8y8gp4/6/djPj8Nw6GRlb4InCnIuIY/vnvrDlmOs34uV5tWPDccDydy9d2fuHuRJIiCPcQl5eJ1qjHTqGkupPli7hlFGVQYChAkiQyizJJ0aZgkAwW7/duLqZ9SWLeXuQyNe2rfIuPQ1ubxCGTyaju3J8eASvxtGuK3pjL8ZszuZL+E1Ipq8XeTz+/PrRwb45BMvB9xE+lPoww2NmL95oNBODnawc5mnyj1DG90bELA2rXQW80Mm3zBi4n3yx1W/fTrnYgf736FLOHdMXVwY6Im+lMW7iOcd+t4kR4bIVLVjJyC3h75Q4m/LCauLQsqrg7s+DZ4Tzft/1DHeAo2Jb4SQnCPUTkpAAQ7OSFwsLbYU9nnGHm+dncyI3kas413r8yj7cuvcvBlMMW7fduYnO2EZ61HIBWPh/gbd/S6jH8m4OqCp38f6Gm6xgArmb8zImbb2CQSrfI9V5kMhmTgsfjpfYkRZvCkqhlpX5z7h/QkJFBzZGA10+tJU2bV6p25DIZn/XsS7uAauTpdEzYsJbYrKxStfUgKoWCMZ2asfmNCYzv2gKNUsHZqAQm/fgXT3+3kgMVYGSlSK9n6f7TDPj4V/4+cRmA4W0bsnbmWNrUqm7j6ISHJZIUQbiHyJxUAEKsUBtlbdw6JgaPp4FrfdbHb6Rvld5MCZnI2vh1aA3WK2Wer0/iXOpHANRxm0xVp15W6/tB5DIVjb1m0tx7LjKUxOft4Gjiy+iNBWbtx1HpyNSaz6KQKTiefpIjaUdL3dYbjfpS09mbVG1eiQ8ivBuNUsmP/QdT18ub1Px8xq9fQ3pB6UZ5SsLVwY5XB3Zmy/8m8kSHJqiVCs5FJfL8wnUM/WwZfx27SL7WMguZS6tIr2fV0QsM/Hgp8zccILtASx1/b36b8ThzR/bCya5kBfaE8kUkKYJwD9F56QAEOlm+2FV6UQYB9v4AxBbE0cq9JXWca6M1FKIr5Wm9D0uSJM4mv4/OmIO7piH1PJ61Sr8PK8hlMO2rfINCZkdywREOJz6Pzli6UYp7qelUg8H+pumaZVHLSdGmlqode6WKz1uPQC1XcOBmGL9FHC91TC4aDb8OGoa/szORmRlM2biOglKemFxSPq5OvDmsO9venMi4Li1w0KiIuJnOu6t30eO9X3j/r91cjEmy6ehKWk4+v+w6Tr8PF/P+X7tJyMjGx8WR90b1YuXLT9I0yN9msQllJ4q5CcI9TDi0jGMpkcxrMYQh1S1biXJe6Kf42fnhoLAntiCOl2u/wG/Rf5CqTWV6zalWOfk4Me8gR5NeQI6KHtVW4awOsnifZZFWeJ4jiTPQGXPwtmtF+yrfopCb79OyQTLwUeinhOeGU8+5Lq/XfRV5Kaf9lt84wQfnt6KWK1jd7Rlqu/iUOq7w9DRGrv6TLG0hPYJD+LH/YLNVpX2QnAIta09cYtWRC8SkZhbfH+TtTu8mtenZqCZ1q3pbvKaQVqfn8LVoNp2+wr7LkegMprVbPq5OTOzWkmFtGmKvVlk0BqFsRMVZQSijPju+ISYvg2WdxtPKy7Ln9iQWJPFb9HLSitJ4OvAp6rnUZU3c33T16YK3xvLTTZJkYHfcE2QXhVPLbRyNPF+yeJ/mkF54mUMJz6CX8vFz6Exbv/nIZeZ7c7pZmMycS+9QZCzi6cAx9Cjl+UmSJPHc0RUcuBlGXVdfVnaZjFpR+qPTTiXEM/bvv9Aa9DzRoBEfdu9l1WKDRqPEyYhY1h6/zJ5L4RTq/v9QSW8XR9rVrk7LGtVoHuxPdS+3MscmSRLRqZmcCI/l6LVoDl+LpqDo/0eRGlX344kOTejbtDZqpTiSriIQSYoglIFRkmi6/gN0kpFdfV6kqoObxfvMKMrgVPoZbuTdQCVX09K9OXWca6NRWH4uPSZnC6eS30Qld6FP9Y0Wr4ViTqkFpzmcOB2DVEiwy3Caer1p1jfsnTd383v0H2jkGj5q9B5epUwaUwpzGbL7R9KL8plUqz0zG5Ztvc+OiDCmbdmIUZJ4sU07ix1S+CB5hUXsuRzBnovhHL4WRUHRnadgu9hrqFvVhxBfDwK93Kji7oK3iyNujvY4aFSolQpkyDAYjeRpi8jO15KSk0dSRjZRKZlEJKVxOe7mf4rM+bg60a9pHQa2rCfqnVRAIkkRhDJI1+bRYct8AC4MnoNKbtnTYqPyovk+/CeqOwRwOTuUYMdAwnNv0MevF4P8B6KWW27oWpIk9sQ9SVbRVep7PE9d98kW68tSEvL2cSzpFUCisedr1HR70mxtGyUj865+yvWcMBq7NuKV2i+WOgnanXCV6cdXIkfG750n0MyzWpli+/3COd7eZ6obM697Lx5v2LhM7ZWVVqfnbGQCR69HczYygUuxN4unYspKpVDQONCPNjWr0bl+MPUDfB/Zoyoqg5K+f4txMUG4i9vlzD01jhZPUABWxf7FY1X60M2nKzPPz2Ji8Hg0cjvevfwBrT1aUd2hGpIkWeSPcrr2PFlFV5HLNAS7jDB7+9bg79iVhp4vcSntSy6kfY6LuiY+Dq3N0rZcJmdi0HjmXHqHC1kXOZ5+graebUrVVg//ugyu1oT1seeZfXod67o/h72y9AnoU42bcjMvl+9PHufNvbvwcnSkR3CNUrdXVhqVkra1q9O2tmmrr05vIDwpjasJKUQlpxOTmsnNrFxSsvPILij8zw4hjVKBs70GbxcnfFwdCfR2J8jbnfoBvtSq4immch5B4icuCHdxu6aFp8bRKv1l6DKxV5gO6pMhJ0WbSrBjEIDFd/dE52wCIMCpDxqFm0X7sqRarmPJLoogJmcDJ5PfpEfAn9gpPc3SdhV7Pwb69+fv+PWsiFlJE7fGxT+vh/W/xn05nhpJTF46X1/Zw+zGfcoU2yttO5CUm8ua0MvM2LqJP4aNoqlf+ThrSqVUUC/Ah3oBd18obDAaMdw6NkAukz9SJzELJSN+IwThLjK0phoUHlZKUhq5NOBQ6hGSCm9ir7DnaOoxvrz+DbWca+CtMc23W2IUxSjpiM/dCUB1p8fM3r41yWQymnrNxkVVA60hlVPJb5q1Ku1jVfrho/EhU5fFuvgNpW7HRW3Hu00HALAs4hhn08p2HpFMJuOj7r3oEhhEoV7PpA1ruZGRXqY2rUUhl6NWKlErlSJBEe5K/FYIwl1kFpmSFFdV6T4tP6wnqo9CI9eQXJhMoGN1IvOiqO9Sj4nB43FROVusDkVKwWl0xmw0Cs9yUVm2rJRye1r7fXKrhspxbmSvNlvbarmKpwJNa1123txNUkFSqdvq7FeLIdWbIAFvnd1AkUH/wGvuR6VQ8F2/gTTy8SWjsJDx69eQkmfe2jGCYAsiSRGEu8jWmXYSuKgtX58ETEPdM2pNo7FbIyYFj+eDRu8ypOogigxFFBmLLLZA8Ga+qey+n0NHZDLLr72xBhd1DRp6vgjApbSvydMlmK3tJm6NaOLaCINkYGVs2RKgWY364KlxJCInlV+uHypzbI5qNYsGDSPQ1Y247GwmblhLjtZ61YoFwRJEkiIId5GrM/1xd1Jav5R2oaGQ9KJ0zmdeYGn078Tkm6YDLDGaklxgqoDq69DO7G3bUojLKDztmmGQCjiXOs+s37vHq49Cjpwzmee4mn2t1O24qe15s3E/AH65dpAbOaWravtPXg4OLBk8HE97ey6nJPP8lo0UmWl3jSDYglmTlEuXLtGqVSvc3d157bXXSvSH4a+//iIwMBB/f39WrFhhznAEodQKDKbFqg5KtVX6kyQJvVFPeE44GxI28+nVL1gVuwYPtTvuKtMJzOYeTdEbC8guigDA066ZWdu2NZlMTnPvt5Gh5Gb+IRLz95ut7ar2/nTx7gTA6ri1ZUqA+latTxffWugkI++d22yWZCrQzY1Fg4bhoFJxKDaa2bu2l/tDAQXhXsyWpGi1WgYOHEiLFi04deoUV65cYcmSJfe95tKlS4wZM4a33nqL7du38/bbb3PtWuk/mQiCuRTeSlLsFNYprb0/5SCvXZjNitjVuKlcmFNvNh82epfR1R/HU2OZs4OytNcAI3YKb+yVpS/TXl45q4Oo5TYWgItpX2CUzLdLanDVgajlasJzwzmXeb7U7chkMuY06YedQsnx1CjWx14wS3yNff34rt9AFDIZ666F8umRg2ZpVxCszWxJytatW8nKyuKLL76gRo0afPTRRyxatOi+1yxcuJBu3boxefJkGjVqxPTp0/ntt9/MFZIglJr21kJGtRVqpACkF6VjJ7ejnnMdfO38yDXkkVGUQYHBvCf8/lO27gYArupaFuvD1uq4T0Kj8CBPF0tU9nqzteuudqeXbw8A/o7fUKaRigBHd6bV7QLA55d2kqMrfMAVJdM1KJh5PXoD8PPpkyw9f8Ys7QqCNZktSTl//jxt27bFwcEBgMaNG3PlypUHXtO9+/+fhdG6dWtOnz59z+drtVqys7PvuAmCJehvbV21RiE3gGEBQ5jb4C0CHauzL2U/8699wYIbi9kQv4nY/DjA/GtS8nSmtS5O6upmbbc8UckdiyvoXs34BYPRPAkAQF+/PqjlaqLzozmfWbYRkHE12xHk5EmqNo/vQ803NTWifkNebdcBgPf272Vr+HWztS0I1mC2JCU7O5vg4ODir2UyGQqFgoyMjBJf4+LiQkLCvVfiz5s3D1dX1+JbtWplKyktCPdivJWkKEp56m1paBQaWnm05MVa05nf5BOGBwwlWZtM3O0kBXMnKab/aw7KqmZtt7wJchmOvdKPQkMKUTmlr2/yby4qZ3r6mD5kbUrcUqa21HIFbzbuC5hOTDbHItrbprVsw5hGpu3OL2/fwon4OLO1LQiWZra/wEqlEo3mzp0QdnZ25Ofnl/iaBz3/jTfeICsrq/gWG1u2IkiCUN4YJAP5+nxy9bkEOQYyo9bztPNqiyRJyM2cMBUZTB8g7BTmqcpaXilkamq5mtamRGQtN2uBtz5+vVDKlITlhnM9J6xMbXX0rUlXv9roJSOfXNxhpghNHxjndunO/7V33+FRlfnfx99naiZl0jshCb13EKUpRVEgNEVhXVfW3ld3ddV1V/09LupaFntDQde2KmgABekgEEEQkF4DCaSHJJNkksm054+BrEgLZGbOJPm+rmv+mEnOuT8MyZxv7nOXK9u0o87p5PaF37Cv1HtFkBC+5LVPvaioKIqLi095rbKyEoPh7LMjfnvM+b7faDRiNptPeQjRXJTVlbEo/3teO/Amr+x/nS9yv+JQVTbgm9Vmba5yAAxNeCn8hkozT0CvCaPKnkPBibVhvCHCEMGgGM/07UUF3zf6fI90uxK9omFN4X7WFR1s9PlO0mo0zBx9DX0Tk7DYbEzPnEt+ZaXXzi+Er3itSOnfvz9ZWVn1z7Ozs7HZbERFnX1mwm+P2bJlC8nJzbvrWTQNJ3stnF78q/tcSm2lfHT4Y/ZXHUCraLE5beRajzL78IdkVx0GvD8mxeX2rAWjU/yzqq6adJpgUsMyADhsmefVc1+V4BmcuqVsKyW2xvVQpIdFc0Ob/gC8tGMZLi/+nwfp9Lw3bgJtI6PIr6pi+vx5WGzeG6MjhC94rUgZOnQoFouF2bNnAzBjxgxGjhyJVqulvLwc5xkWFJo8eTKff/4527dvp6qqildffZWrrmrcZltCeIPuRJHi8FORsuXENNYHO9xPsimJtqFteKTTn0kLTmV18RrA+2NSnO46ABTFP9Os1ZZmngRAgfUHahzF5/nuhks2JdHF3Bk3blYUrWr0+e7sOIQQnYHdFQUszN3e+IC/EhFkYs74ycSHhLKvtITbF2RiczRuSX4hfMmrY1JmzZrFvffeS0xMDJmZmTz//PMAREZGsn376b9sPXv25IEHHqBfv34kJyej1Wq5++67vRVJiItm0Hg2CG/snioN5XI7qXV5ejY0ioZKu6cr3u52oPHRcvVK/a9/y1joy2xoQ5SxO26c5FUv8+q5R5wYQLu2ZB0OV+N+ZqKMIdzeYTAAr+9Zhd3l3RVjk81mPhg/iVCDgY15R/nzkkVe7bERwpu8OhIvIyODgwcP8uGHH7J79266dOkCeLqpe/XqdcZj/vnPf7Jlyxa++uor1q9fj8nU/LueReAL0nmKlJOLuvlaekg6Nc5alhWuIMYQzf6qg7yy/3UKawsZGuu5YCl4d1yKVvEMWj9526clSA4dBcCxquVePW+viB6E681U2C1sbeR0ZIAb215CjDGE3Ooy5h3Z4oWEp+ocE8vbY8aj12j47sA+nlmzUlalFQHJ6/MrExISGDNmDNHRDZ8x0KVLF0aNGnXOQbNC+FOw1vOzaHXU+aW99mHtmJA0DpvLRpIpiVamZNqHtuOB9veRFpKKy+3y+uBZrcazeaLddfYZdc1NUohnAbbS2q3Ynd4bOKrT6BgUfRkA60uzzvPd5xesM3B7R8/S++/sXUudl3tTAC5Lac2LV3r2DpqzbQvv/bzJ620I0ViywaAQZxCi9/QyVDn818vQPaIbVydcRdvQtjzc6SGuShiFVtFgsVd6ffoxgFHj2RPo5FTkliBEn0SoPhU3ToprvXtRvuzELJ9t5b9Q7Wh84TclrS+xQaHk11TwzZGtjT7fmYzr0InHB3tWu31u3Rq+2bPbJ+0IcbF0agcQIhCZ9Z5eBovdP0XKUetRvsj9ihBdCE63E7vLjt3twO6y0yOiO2MSr8bldnm1WDFqPTPvap0ta82MWNMAquxHKK75iaSQK7x23pTgViSbkjhWk8fPZT8z5MRtuotl1Oq4rcNgZvyymHf2/cDE1F4+WQH51j79KKyu4v0tm/nrssXEBAczuHWq19sR4mJIT4oQZxBh8IyNKq/zz60QkzaY1iGtSQ1uTZuQdBJNiVQ5qql0VBJvjAe8PyYlWJ8EQLX9mFfPG+iig3oBUFa70+vn7h/VD4DNZd4ZR3JdWh+ijSHkWStYfMz7eU96bPAwxnboiN3l4q5vM9lZVOiztoS4EFKkCHEGkQbPHlRlNv8UKdHGKK5tNYnRiVcxOvEqpqRcy9+7PEbP8B4cth4GvD8FOVTv2Vaiyp7j1fMGukhjVwDK6/Z6dWdkgL6RfQDYUbEDm7PxvXBBWj2/b3sJALP2rfPZ4FaNovDCyNFc2iqFarud6fPnkVtR4ZO2hLgQUqQIcQZRxhAASm1VfmvT5XbhcrtwuDy3eQDiguLYUPqTT9oL03v2zbLUHWhRMztC9SlolSBcbhtW+9n3CrsYKaZWxBhisLsd7K7c45Vz3pDej2Ctnn2WIrKKs71yzjMx6nS8NWY8nWJiKbFauTlzLsdrWs6gahGYpEgR4gxig8IAKLVV43D5fkG3aoeVpYXLWVm0iuVFK1letJKvcufxfcESekZ0B7x/u8dsaIeCljpXOTXOltO9rygaQnzUi6QoCt3DPT01Oyq8c3sm3GBiYmovAOYcaPzMoXMxG43MzphEUlgY2eVl3LbgG2rs/pmGL8SZSJEixBlEGYPRKRrcQIkfelNsLhs/lm5gW/l2dlbsYq9lL8V1JQyPu5wbU6fhdrt9MAXZiNnQDoDSmq1ePXegCzmx87PVke/1c3cN96wPtcvivZkyv287EAX4ofAAR6qOe+28ZxIfGsqc8ZMJNwaxpSCf+xcv9EuhLsSZSJEixBloFQ1xJk9vSr7V9/fmowyRPNn1CR7q+AAPdXyABzrcx73t7uLKhFEU1BT4ZINBgFiTZ6Cnt6fjBrqTM5tsznKvn7tjWEcAjtXkUWX3ToGbGhrF4HhPQflFtu//r9pFRfPeuAkYtTqWZx/iHyuXtahbgiJwSJEixFkkmSIAOGYtVy1DjjWXR7c/4bPzx5oGAFBkzWpRFyGD1rODut1l8fq5zfowEoMSAdhfdcBr552a7iko5+Vs9cnibr/VLymZmaOvQQE+37md1zb+6PM2hfgtKVKEOIuUEM9iZ7nV/lnszO12U2Gv4GDVIfZW7mO3ZQ8Hqw6i1+jZdPxnskq8f5GINfVHoxixOvKw1O33+vkDlaJ4lohyuX2zN1PbUM+g5MPVR7x2ziHx7YkNCqW8roZV+Xu9dt5zuapte5663LNK78wN6/nvjsYv+S/EhZDF3IQ4i9ahniIlp9q3YwDAM7NnWeEKPs/9Ap2iQ0FBq2hQFA1Ot5NPcz4jVBfGpTEDvdquTmMi3jSQfOtqjlUvJ9zYwavnD1QKnkXR3PimRyItOI21rOew1XtFik6jYULrnry3bx1zj2zlyuQuXjv3ufy+Ry8Kq6p4c9MG/rZyGTEhIYxIb+uXtoWQIkWIs0gL9ew/lV1Z6vO2HG4H8/MW8ETnx2hz4q9wAIfLwa2b7uTlXi/4rO3k0JHkW1eTW7mIzpF3+mz8SyA5uaniyU0WvS0luBUAx2q8u1DexNa9eW/fOtYVHeC4rbp+qryv/fnSQRRWVzF3907uW7SQTydNoVdCol/aFi2b3O4R4izahMUCcLCy2OfjNTRoqHPZiTRE1K+X4nK7qHJUE23wFEsOl29uTSSFDEermKh25FJau9UnbQQau8uzuaBOE+qT8yeZPBfwElspdS7vbVKZHhZNt4gknG43i3y4Au1vKYrCjOGjGJaaRq3DwS3z53GozPc9jEJIkSLEWaSFRKFVFKocNgpqvD/A8td0Gh1jEq+mwm5Bo2jqHxGGcJ7s+kT99/im7WBahV4JwCHL5z5pI9DUOj0XWKM20ifnD9OFEawNxo2botoir557TKtuACw55t/NAPVaLa9fPY7ucfGU1dYyPXMexdZqv2YQLY8UKUKchUGrIz00BoB9Fu9eaM4kI2ksrUzJ2Jw2apw1WB1WqhxVuNxOSm2lFNUWk19T4JO224ZPBeBY1XKvr8IaiKrtuQCE6Fv55PyKohBj9PSAldZ5d+D1qKTOAGwqOcJxm3+LhBCDgfczJpEaHkGupYJbMudRVee9niIhfkvGpAhxDh3D4zlQWcyeigKGJbT3aVuzsmfXL4fvwkWd04bT7SJYF4zL7Rng6XA7ub/9PWgV7+6GG2HsSKxpAMU1G9lX/hG9Yh/16vkDicvtoOpEkXJy/yJfiDJEkWPN5Xidd8c0JYdE0Dk8gd0VBawq2Mek1N5ePf/5xAQHM3v8JK778jN2FBdxz3fzmTVuInqt93doFkJ6UoQ4h87hCQDsLvdND8avpZiSSQ1OoU1oOqnBrdFqdByrySMxKIFeET3pG9mXAVH9vb48/kkdI24B4LBlHlZH810m31J3AJfbhl4TSojONz0pAGadZzHASof3Vyy+ItEzC2tNgffWYbkQaRGRzMqYhEmn44ecIzy2fEmLWmdH+I/0pAhxDl0iPAMgd5T7/hbI6MSrTnstq+RHNpX9zMTk8T6fdRNr6k9MUF9Kajez+/hb9I17yqftqaW0dhsAkcbuKIrv/k4L1XkG5Xpr1dlfGxbfgTf3rGFd0UHsLid6jf97MXrGJ/DGNRnctuBr5u3ZRVxIKI8MGuL3HKJ5k54UIc6ha0QS4Fl1ttTH9//dbjcutwun24nD5cDmtNHR3IEt5Vsps5cDnvVUfEVRFLpG3wfAkcpMjtdu91lbaiqw/gBArKmvT9sJ0gYBYPPi7J6TukUmEa43UeWwsbPc+/sPNdTlaenMGOEZdP325o18tG2LallE8yRFihDnYDYE0fbEVOStpbk+bSurdAPLC1eyvHAlSwuXs6xoBW8deJc2IekYNQYAND78yx8gOqgnrcPGAbC15FmfrciqFrurmmLrRgASQy73aVt6jf5Em97fRVijKPSPSQVgQ3G2189/Ia7r0o2HBg4C4OnVK1h0YJ+qeUTzIkWKEOfRK8ozbmHLcd8WKTsqdrK57Gd2Wnaxt3Ifh6oOkRrSmjva3kaIzj+LdgF0i3oAvSaUcttu9pd/5Ld2/eFY1TJc2AnVpxKmb+PTtk4Obna6fbOq7YDYNAA2l+b45PwX4p7+lzCte0/cwIPff8fGY0fVjiSaCRmTIsR59ItJZe6RLWwq8e3F4Pa2t/j0/A0VpIumR/TDbC5+kl3H3yIu+FIijZ3VjuUV2ZavAEgNG+fzMT4nb835qverd5RnZtIvx4/idrtVXSlYURSeHjac4uoqlh46yO0Lv+GLa2+gQ3SMaplE8yA9KUKcx8lu9Z3leVTbbSqn8Y/WYeNIChmOGwcbC/+K3VmpdqRGK7JupMy2Aw160swTfd7eyR4UrY+KlA7h8Rg1OirstRzxw/5S56PVaHhl9Bj6JiZhsdmYnjmX/Mqm/3Mj1CVFihDnkRwcQUpIJA63i40l3tswLpApikLv2L9j0iVQbc/lp6IncPvotoU/uN1udh5/HYD08MkYtVE+b7PGWQOASWvyyfkNGi3tzXEA7K0IjCnjQTo9742bQNvIKPKrqpg+fx4WW63asUQTJkWKEA1waaxn078fiw+pnMR/jNoIBsa/iEYxUGBdw/bSmWpHumh51csos21HqwTVrwfja9VOK+C7IgWgU3g8ALtVnOHzWxFBJuaMn0xcSAj7Sku4fUEmNkfzGoAt/EeKFCEa4LI4z9b0awsPqtL+5rKfmbH7eXKsvh28+1uRQV3pG/sUAAcqPmZf2Yd+bd8bbM7jbC15DoD2Eb8nSOefcRIWu2e/J7Pe7LM2TvakHKws8VkbFyPZbGZ2xiRCDQY25h3lz0sW4ZLF3sRFkCJFiAa4NLYNWkXhUFUJx6rL/d5+VukG9lbuY2nhcr+3nRJ2Nd2iHgBgx/GZHCj/1O8ZLpbb7ebn4mewOY9j1rf1Wy8KwPETe/ZEGXyziSFAepin4Mqu8u7S+97QOTaOt8eMR6/R8N2BfTzzwypZlVZcMClShGgAsyGIXidmU6wq8P86EFfGjwQgqySL8roKv7ffIfJmOkbcCsAvpS+wp2xWk7jg7CufQ371ShR09It/Bq3G6Jd23e7/7X4cbYj2WTupIZ6xNUerywLy/+OylNa8eOXVAMzZ+jOztmxSOZFoaqRIEaKBRiR2BGBZ/h6/t90+tB1tQ9pgdztYUrjM7+0DdIm6m06RtwGw6/gbbC35Z0Av9pZbuYidx18FoGfMw0QYO/mt7UpHJdXOahQUEoLifdZOgslzK8nmclBWZ/VZO40xrkMnHh88DIBn167hmz27VU4kmhIpUoRooOGJnovcppIjlNfV+LVtRVEYmzQGgOWFK3yyH0xDMnSJupueMY8ACtmWuazNu4saR7Hfs5zP0aolbCr6OwBtw6eRbr7Or+0fq/Hs9RRtiMao9V3vjUGrI8boWeivoMbis3Ya69Y+/fhjL882BH9dtpi1OS1jlpxoPClShGig1NAoOprjcbhdLM/zf29Kr4getA5OodZVy6KC7/3e/kltw6cyMOEldEowJbWbWHH0Bgqt61XL81sHyj9hY+GjuHHSOnQsPaL/7PeFzg5VeWaBpYek+rytqBNFSqD2pJz0+JBhjG3fEbvLxd3fzmdXcZHakUQTIEWKEBfgquQuAHyft8vvbWsUDROTJwCwtHA5FXb/j005KSnkCq5o9QnhhvbYnMdZl38Pm4uewuYsVy2T3VXN5qKn+KX0RcBNuvk6+sY95dOdjs/mYLVnP502ob5deh8g0hAMQJktsIsUjaLwwqjRXNoqhSp7HdMz55Fbod7PsGgapEgR4gKMTu4KwPqigz7fFflMekf0pE1IOjaXja+Pzfd7+78WZkjj8uSPaBt+A6BwpDKTpTkTOFD+KS639zfVO5fimk0sz53CkcpMQEO36AfpFfMYyon9c/zJ5Xaxx+LpaesQ2s7n7YXqPbeTrA7v77bsbUadjrfGjKdTTCzF1mpuzpzL8ZrALq6EuqRIEeICpIdF0y0iCafbzeKjO/3evqIoXJ/iGV+xumhN/dgHtWg1QfSM+SvDkj/AbGhHnauCX0pfYGnOJA5VfInT5dttBKrqjrCh4BF+yLsNqyOPYF0SQ5LeoUPETartZXOkOodqpxWT1kR6aLrP2wvSenZbrnH6tzC8WGajkdkZk0gKCyO7vIzbFnxDjb1pZBf+55UiZceOHfTv35/IyEgefvjhBk+F69GjB4qi1D9uvfVWb8QRwqfGpXQH4Jucbaq038nckT6RvXHh4uMjnwTE1NPooF4Mb/UZvWOfwKiNotpxlK0lM1h0ZDS/lLyEpc57i+C53S6KazbxY8GfWZI7kWPVSwGFdPO1jEj5glhTP6+1dTG2lG8FoLO5U/1OyL5k0Hj2ia1zBe5Mq9+KDw1lzvjJhBuD2FKQz/2LF+JwudSOJQJQo4sUm83GuHHj6Nu3L5s2bWLXrl3MmTPnvMdZrVYOHjxIUVERZWVllJWV8dprrzU2jhA+NzalO3pFw47yPNX2TJnW+nr0ip5dlj1sPB4Ya09oFB3p5slc1XohPaIfxqRLoM5VzoGKj1mWey1Lcyaxo/Q1Cq1ZOFwX1sXvcNVQaM1ie+lMvs8Zyw95t5FXvQJwkxA8lBGtPqd37N/Qa0J884+7AJvKNgPQN7KPX9pTb+/jxmkXFc174yZg1OpYnn2IJ1ctD4iCWwQWXWNPsGjRIioqKnj55ZcJDg5mxowZ3HPPPUyfPv2cx23ZsoUePXoQGxvb2AhC+FWUMYQrEjuyJG83c4/8zOM9rvZ7hlhjLGOSruabY/P5JOczuoV3IUSn/gUaQKcx0S5iGm3Cp1BoXc9hyzwKrOuotGdTWZ7NvvIPAIUQfSvM+raYdPEE6WLRa4LRKAZcbjtOVy21zhKsjgIq6w5RZc/Bzf82ONQpIbQKvYp2EdMwG9qq94/9jRxrLsdq8tAqWnpH9PRLm035st4vKZmZo6/h7m/n89mOX4gPCeX+Sy5VO5YIII0uUrZt28bAgQMJDvaMMO/Rowe7dp1/5sPGjRs5evQosbGx2O12pk6dysyZMzEa/bMipBCNcV1aH5bk7SYz5xce6jqyflyAP41JvIYNpT+RX5vPZzn/5dY2f/R7hnPRKDoSQ4aSGDIUu7OSfOsPFFnXU1L7M1ZHPtX2XKrtDd+LyKRLINbUn4TgISQGD0GrCfJh+ouzpvgHAHpH9PJb0Vh7YiyKUdPoj3NVXNW2PU9dPoInVy1n5ob1xIeGcn3X7mrHEgGiwT/VEyZMYNWqVae9rtVqueGGG+qfK4qCVqulrKyMyMiz71mxd+9eBg8ezFNPPUV5eTm/+93v+Pe//82jjz561mNsNhs22/8G4lksgbt4kWjeLotrS3JwBMes5Sw6upOJqb38nsGg0fPH9D8wY/fz/FCyjv5R/ekZEZgf7nptGK3DrqF12DUA1DpKsdQdoNJ+mBpHEbXOEpyuWlxuGxrFgFYxYNRGY9LFEWpII9zQniBtrGqDYRvC5rSxvuRHAIbGDvFbuyeLFDUKZW/5fY9eFFZV8eamDTyxYikxwcGMSA+cHjKhngYXKe+88w41NaevsvnKK6+c9sERFBSE1Wo9Z5Hy9ttvn/L8H//4B6+++uo5i5Rnn32Wp59+uqGRhfAZjaJwfXpfXt65nP8c3MCE1j1VuYB2CGvPqPgRLClcxvvZs3mm29OY9WF+z3GhgnTRBOmiieMStaN4zbrSLKqd1cQYYuge3tVv7VrstYBnf6mm7M+XDqKwuoq5u3dy36KFfDppCr0SEtWOJVTW4IGz8fHxpKWlnfZISEiguPjUZbErKysxGAwXFCQuLo5jx46d83see+wxKioq6h+5uf7dtl6IX7s2tQ9BWh27KwrYXJqjWo7rUiaTZEqiwl7B+9mzZfChClxuF4vzlwBwVcJINH5cQK78xEqzJxd1a6oURWHG8FEMS02j1uHglvnzOFR2XO1YQmWN/k3q378/WVlZ9c+zs7Ox2WxERUWd87hLL730lCIjKyuL1NRzLyFtNBoxm82nPIRQS6QxmIyUHgDMOZB1nu/2HYPGwF1tb0en6Nhavo3vC5aolqWlWl+SRaGtkBBtCENiB/u17eJazz5OJ5fHb8r0Wi2vXz2O7nHxlNXWMj1zHsXV/l80UQSORhcpQ4cOxWKxMHv2bABmzJjByJEj0Wo96wOUl5fjdDpPO65r167ccccdbNiwgQ8//JCXXnqJu+66q7FxhPCrP7TzzERYkb+X7MoS1XK0Dk5hWuvrAfhv7lfssexVLUtLY3fZ+fpYJgBjk67BpDX5re0qu63+dk+SKdxv7fpSiMHArIyJpIZHkGup4Jb586iqC/zVdIVvNLpI0el0zJo1i3vvvZeYmBgyMzN5/vnn678eGRnJ9u3bTzvuxRdfxGg0csUVV/Dkk0/ywgsv8Ic//KGxcYTwqzZhMQxP6IgbmLV/napZhsddwaXRl+DCxRsH3qbUVqpqnpZiaeFySupKidCHMyLuCr+2fdRaBkC43kSIvvnMjIwNDmH2+ElEm0zsKC7inu/mU3eGP3ZF8+eVG6cZGRkcPHiQDz/8kN27d9OlS5f6r7ndbnr16nXaMREREXz99ddYrVYOHz4svSiiybqto6d7f37OLxyrLlcth6IoTE/7A62DU7A4LMzc/xq1zlrV8rQEx+vKyDyxh9LkVpMwav1bKBw80XvXJizGr+36Q1pEJLMyJmHS6fgh5wiPLV8i461aIK+N7kpISGDMmDFER0d765RCNAm9olpxaWwbHG4X7+77QdUsRq2RB9rfi1lnJseayxsH3sbRhJZLb0rcbjf/OfwxtS4bbUPaMDjmMr9nOGjxTFpojkUKQM/4BN64JgOtovD1nl38a726v1/C/2SDQSG84O5OQwGYd2QrR6vLVM0SY4zhTx3uw6Ax8EvFduYc/kj+AvWBdaVZ/Fy+Fa2i5eb0m/w6o+ek3RUFAHQKj/d72/5yeVo6M0ZcCcA7m3/io21bVE4k/EmKFCG8oF9Man1vypt71qgdh7ahbbi77R0oKPxQso7Pcv4rhYoXFdUW8/GRTwGYmDye1sEpfs/gdrvZUebZBbtrRJLf2/en67p046GBgwB4evUKFh3Yp3Ii4S9SpAjhJfd38QyazMzZxn5LkcppoHdkL25JvxmA7wuX8uXReVKoeEGdq47XDrxBjbOGdqFtuSZxtCo5jlrLKbFVoVc0dApPUCWDP93T/xKmde+JG3jw++/YeOyo2pGEH0iRIoSX9Ipqxaikzrhw8/LO5WrHAWBI7GBuSv0dAN/mf8cXuV9JodIIbrebDw//hxxrLmG6MO5pdydaRatKlp9KDgPQLTIZk67pLonfUIqi8PSw4Yxq05Y6p5PbF37DvlL1pv0L/5AiRQgverDLCLSKwqqCfawvOqR2HABGxA/nxtbTAPiuYDEfHfkYl9ulcqqmaX7eQtaWrEdB4Z52dxJlOPeilb70Y3E2AP1jzr0IZnOi1Wh4ZfQY+iYmYbHZmJ45l/zKSrVjCR+SIkUIL0oPi2Zqen8Antv+PQ5XYBQDoxJGMD3tJhQUVhSt4o0Db1HnkgWyLsTq4h+Yd+wbAG5MnUZncyfVsjjdLn4oPADA4Ph2quVQQ5BOz7tjJ9A2Mor8qiqmz5+HxSZT7ZsrKVKE8LJ7Ol9OuN7EfksR/83epHacepfHDeOutnegU3RsKvuZ5/e8hMUuO4k3RFbpBuZkfwTA2MRrGBk/XNU8244fpbyuBrM+iN5R/h+0q7ZIk4k54ycTFxLCvtIS7liYic0hU+2bIylShPCyCIOpfhDtK7tXUHJib5VAcEl0f/7S8UGCtSYOVB3gyZ3/jyPVR9SOFdDWlaznnYPv4cLFsNghXNtqktqRWHxsFwDDEtqj07TMj/Fks5nZGZMI1RvYcOwof1m6CJeMt2p2WuZPtxA+dn16X7pEJFJpt/GvHYG14V9ncyf+3uVvJATFc7zuOM/sfo4fiteqHSsgLSlYxnuHPsCNm8tjh3Fz2k0oiqJqJqfbxfcnipTRyV1VzaK2zrFxvDU2A71Gw7f79/HMmpUyMLyZkSJFCB/QKhqe6jUGBViQu521J8YPBIokUyL/6PIE3cO7UeeqY1b2bN49+L4so3+Cy+3ikyOf8UnOZ7hxMzJuOH9Iu1GVBdt+K6voEEW1lYTrgxgc11btOKoblJLKC6M808DnbNvCrC2Bc4tVNJ76v3FCNFPdI5O5se0lADy5dSHVjsAaqBqiC+ahDg8wudVEFBTWla7n7zue5kBlYBVU/lZpr+TFvf9mSeEyAKakXMuNqdMCokABmHvEs+LquJQeGLQ6ldMEhoyOnXl88DAAnl27hsy9u1VOJLwlMH7rhGimHugynKTgcPKsFbwQYLd9ADSKhoyksTza6WGiDVEU2Yp4ZvdzfHrkc2xOm9rx/G5v5T7+sfP/2GnZhUFj4J52dzIm8WrVb/GcVFRbyfK8PQBMSu2tcprAcmuffvyxV18AHlm6mHW5MtaqOZAiRQgfCtEZeKZ3BgD/zd4ccLd9Tupk7sj/6/Y0g6Ivw42b7wuX8vj2f7ClbGuLuMdvd9n5Incuz+7+F8frjhNvjOfvXR5nQFR/taOd4vNDm7C7XfSJSqFzRPNfZfZCPT5kGGPbd8TucnHXwvnsKlZ/5WfROFKkCOFjl8a14XdtPBe7v/08nzKbVeVEZxaiC+b2trfwUIc/EWOIpqSuhJn7X+OlfTM5aj2mdjyf2WPZy993PMW3+d/hxs2QmEE83e3vquzHcy5WRx2fn5jS/vt2l6icJjBpFIUXRo3m0lYpVNnrmJ45j6OWCrVjiUZQ3E34zySLxUJ4eDgVFRWYzWa14whxVjUOO5NXvkN2VSkjEzvx6iVTAuYWwpnUOmuZn7eQxQVLcLqdKCgMirmMickZxBhj1I7nFaW2Ur48Opes0g0AhOvN3JR6I/2i+qqc7MzmHMji+e1LSAmJ5LuR97bYqccNYbHZuP6rz9lbWkKbyEi+vHYqkSaT2rHErzT0+i1FihB+sqs8nxtWzcLudvFkrzHckN5P7UjnVVBbyJe5c9lUthkAraJlUMxljEkYTYKpad5uqLBX8F3+YpYXrsTutqOgcHnsUK5LuZYQXbDa8c6o1mnnyiWvUlxbxf/1Hsd1aX3UjhTwCqoqufbLz8irrKR3QiIfT7wOk77573HUVEiRIkQAmrM/i+d3LMGg0fLpsFvoGpGodqQGOVB1kLlHv2aXxTNrQkGhV0RPRsWPoLO5U8DMfDmXotpilhQuZXXxD/VbAnQK68jU1teTFhLY+9+8v28dL+5cRqIpnMVX3odBo86mhk3NgeOlXPfl51TYahmZ3pY3x2RID1SAkCJFiADkcru598fPWVmwj5SQSL66/HbMhiC1YzXY/soDLMz/jq3l2+pfizfGMSR2MJdFDyTaGK1iutM53U62l+9gVfEatpZvw43n465tSBvGJ2fQI7xbQN92Ayivq+GqJa9isdfybJ/xTEjtpXakJuWnvKPc9PVcbE4HU7v14JkrRgb8/3lLIEWKEAGqoq6GySvf5Zi1nKHx7Xnz0hvQNoGeiF/LrylgaeEy1pVkUev63wJwHULb0zeqD30iehMXFKtKNqfbyf7KA/x0fBMbj2/C4vjf/kTdw7txdcJVdDF3bjIXqv+37Ts+PfQT7c1xfD38jib3sxIIvj+4n3u+W4DL7ebBgZdx34BL1Y7U4kmRIkQA21mez+9Wf4DN5eCODoP5U9cRake6KDanjQ3Hf2JdyXr2VO495Wvxxni6hXehY1hH2oe1I8oQ6ZMMbrebwtpC9lTuY5dlNzsqdlLtrK7/epgulEExlzEsdihJpqZxe+2k3eUFXLvyXVy4mTP4Ji6JTVc7UpP18S9b+ceq5QA8N+JKpnTtrnKilk2KFCEC3ILcX3hk09cAvNBvEmNTmvaHZqntOJvLfmZz2c/sq9yPC9cpX4/Qh5ManEpycBJJQYnEGmOJNcZg1pvRa84/oLHOZafCXkGJrYQiWzF5NXnkWo9yuPow1c5Tp3WHaEPoGdGDgdGX0NXcGZ2m6a3M6nS7+N3q2WwrO8rVyV15ecC1akdq8l5cv5Y3N21Aqyi8M3YCw9PbqB2pxZIiRYgm4MUdS3l//3oMGi2zB99En+jWakfyCqvDyi7LHvZU7mFv5T5yrUfrx4OcSbDWhElrIkgbhE7RoVE0ON1OnG4ntc5arM4aapw1Zz1er+hJD0mjs7kTXcO70C60LVqlaQ8uPTnIOkRnYOHIe0gwyWdcY7ndbh5Z9j1zd+/EpNPx6aQp9ExoWr1rzYUUKUI0AS63m/s3fMHy/D1EGEx8OvQW0sMCa/CpN9icNo5Yc8i15nKsJo/82gJKbKWU1pXidDsbfB6doiPaEE1cUCwJQfG0MrUiNbg1KcGtmmRvydlkV5YwccU72FwOnu41linpgbl2S1Nkdzq5bcE3rMk5TFSQiS+nTCU9wje3IsXZSZEiRBNhddRx89oP2V6WR3JwBJ8O+yNxQWFqx/ILt9tNtbMai72SGmcNNpcNh8uBy+1Co2jQKlqCtEEEa4Mx68MI1gY3mQGvF6vO5WTa6vfZWZ7PpbFteH/Qjc3+3+xv1XV1TJ33BTuKCkkxh/PVlKnEBoeoHatFkSJFiCak1FbNtNUfkFN9nPbmOD4acjMRBlkhsyV6fvv3zDnwI+F6E5kj7iRebvP4RLG1milffs6RinK6xcbx6eTrCTUY1I7VYjT0+i1z2YQIANHGEN4fdCOxQaHstxRxx/pPqLa3vF2IW7olx3Yx58CPAPyzT4YUKD4UGxzC7PGTiDaZ2FFcxL3fLcDubPitR+EfUqQIESBahUQya9DvCdeb+KXsGHdkfYrVUad2LOEnBy3FPP5zJgB/bHcpI5I6qZyo+UuLiGRWxiRMOh1rcg7z2PIlLWLX76ZEihQhAkgHcxzvD7qRML2RzaU53Jn1KdVSqDR7ZTYrd//4OdWOOvrHpPJg15FqR2oxesYn8Po149AqCvP27OLFrLVqRxK/IkWKEAGma2QS7112I6E6Iz+VHOG2dR9jqas9/4GiSapzOrhvw3/JqT5Oq+AIZg64TvaX8bMr0towY8SVALy1aSMfbduiciJxkvwmCBGAeka14v1Bv8esD2LL8Vymr/uI47bq8x8omhSn28Ujm75mc2kOYXojb106jSijzDJRw3VduvHQwEEAPL16BYsO7FM5kQApUoQIWD2ikvlwyB+IMgSzqzyfaas/4Gh1mdqxhJe43W6e3LKQ7/N2oddoeWXAFNqZ1dnvSHjc0/8SpnbrgRt48Pvv2HjsqNqRWjwpUoQIYJ3CE/h46B9JCg7nSPVxpq7+gJ3l+WrHEo3kdrt5dvti5h7ZggaFF/tN5tI4WaJdbYqi8H+Xj2BUm7bUOZ3cvvAb9pWWqB2rRZMiRYgAlx4WzWdDb6GjOZ4SWxW/XzOb5Xl71I4lLpLb7eaZXxbxn4MbAXimTwZXJndWOZU4SavRMPOqMfRJSMRiszE9cx75lZVqx2qxpEgRogmIM4Xxn6E3MyiuLTVOO/dt+C/v71sn0yWbGKfbxd+3LODTQz+hAP+v9zgmpvZSO5b4DZNez3vjJtImMpL8qkqmz5+HxSaD19UgRYoQTUSYPoi3Lp3K9Wl9cQMv7lzGI5u+psZhVzuaaIBap50/bfiy/hbPjD7juTatj9qxxFlEmkzMGT+Z2OAQ9pWWcMfCTGwOh9qxWhyvFSklJSWkp6dz+PDhBh+zevVqOnfuTExMDC+//LK3ogjRbOk1Wp7sNYYnelyNVlFYeHQ7U1e/z+GqUrWjiXM4bqtm+tqPWJa/B71Gy78HXMcE6UEJeK3M4cweP4lQvYENx47yl6WLcEnvpV95pUgpKSlh7NixF1SgFBcXk5GRwdSpU8nKyuKTTz5h5cqV3ogjRLOmKAq/azuADwbfRLQxhL2WQq5d+S7fHd2hdjRxBvssRVy/ahZbjx/FrA9i1mU3yhiUJqRLbBxvjc1Ar9Hw7f59PPPDKrnN6kdeKVJuuOEGpk2bdkHHfPLJJyQlJfH3v/+d9u3b849//IP333/fG3GEaBEGxKQx74o76BedSrWjjj//NJe/bc6UFWoDyKKjO5m6ahZHreWkhETy2bBbGBCbpnYscYEGpaTyr1GjAZiz9Wfe37JZ5UQth1eKlPfee4/777//go7Ztm0bV1xxRf0W5AMGDGDz5nP/x9tsNiwWyykPIVqyOFMYswffxJ0dh6AA83K2MmnF22wpzVU7WotW53Ly3C/f89BPX2F12hkYm85/h91Km7AYtaOJizS+Y2ceGzwUgBlrV5O5d7fKiVqGBhcpEyZMICIi4rTH66+/Tnp6+gU3bLFYTjnObDaTl5d3zmOeffZZwsPD6x8pKSkX3K4QzY1Oo+GBLsOZM+QPJJrM5FSXceOa2bywfYkMqlXBkarj/G71B3x40LOb8S3tL+O9y24k0hiscjLRWLf27sf0Xp7Bzo8sXcy63CMqJ2r+FHcDb64VFhZSU1Nz2utRUVGYzZ7txBVFITs7m7S0tPOe7/rrr2fQoEH1PTBOp5OgoCDs9rN/qNpsNmy2/21fb7FYSElJoaKioj6DEC2Zpa6WZ7cv5pucbQCkhETydK+xslCYH7jdbr44vJl/bV+C1WknXG9iRt/xDE/sqHY04UUut5s/Lf6Whfv3Eqo38Pm119MlNk7tWE2OxWIhPDz8vNdvXUNPGB8f75VgJ0VFRVFcXFz/vLKyEoPBcM5jjEYjRqPRqzmEaE7MhiCe7TuBK5O68H/bviW3uow/rvsPY1t15+Huo4gLClM7YrOUW13GU1sXsr7oEAD9Y1J5vu9EEoPDVU4mvE2jKLwwajQlVis/HstleuY85k6ZSiuz/F/7gmrrpPTv35+srKz651u2bCE5OVmtOEI0K1ckdmDBiLv5XZv+aPBMVb5m6eu8t28tNqes9eAtdS4n7+9bR8byN1lfdAijRsdfu1/JnMF/kAKlGTPqdLw9NoOO0TEUW6u5OXMuZWe40yAar8G3exp0sjPc7rFYLJhMJvR6/SnfW1JSQkpKCgsWLGDYsGFkZGTQrl07XnvttQa319DuIiFasp1lefzftu/4pewYAMnBEfypy3CuadUNzYmB6+LCrSs6yIxtizlU5dnb5ZKYNJ7uPY7U0CiVkwl/KaiqZPIXn5FfVUnvhEQ+nngdpt9c68SZNfT67fMiJS0tjZkzZzJhwoTTvv/tt9/m/vvvJzQ0lIiICLKysi7otpIUKUI0jMvtZkHuL7y8czlFtZ59SDqHJ3Bf58u5PKFD/Sw7cX77LEW8uGMpPxQeACDKEMxfuo1iQuue8j62QPtLS7nuq8+w2GyMTG/Lm2My0GlkMffzUaVIuRjZ2dns2bOHIUOGEBoaekHHSpEixIWxOur46OCPzNq3rn49lW4RSdzRcQjDEztKz8o5HK4q5Y3dq/n26HbcgF7RMLVNf+7pdDlmQ5Da8YSKfso7yu+//oo6p5Op3XrwzBUjpWA9jyZTpDSGFClCXJwym5UP9q/nk0MbqXF6ZtS1C4tlevtLGdOqO0Ztg8fUN3v7Kgp5d99aFh3diQvPx+Xo5C78qcsIubUj6i0+sJ97vpuPG3ho4CDuHTBQ7UgBTYoUIcR5HbdV89GBH/nk0E9UOTzT+6ONIVyb1ofr0/q22MGfLrebdUUH+fDAj6wrOlj/+uUJHbiv8+V0iUhUMZ0IVB9t28JTq1cA8NyIK5nStbvKiQKXFClCiAaz1NXy1ZGf+c/BDRTUeFZy1qAwNKE916b2ZmhCe/Qarcopfa/UVs38nG18nr2ZnOrjgOd9GJXUmds7DpbiRJzXC+t/4K1NG9EqCu+Om8AVabJG0ZlIkSKEuGB2l5OV+Xv55NBPbCw5XP96hMHE6OSuXN2qK32jW6NVms/AwBqHndWF+1iYu53VBftxuF0AhOqMTErtxe/bXkKrkEiVU4qmwu128/DSxczbswuTTsenk6bQM0GK29+SIkUI0SiHKkuYe2QL83O2UWKrrn89xhjKiMSOXJHYkYGx6U1y/EqlvZYfCg+wNG8Pawr2YXX+b6Xr7pFJXJvah7Ep3QnWnXuBSSHOxO50ctuCb1iTc5ioIBNfTplKeoQUur8mRYoQwiscLhcbirNZeHQ7K/L3YrHX1n/NqNHRPyaVgbHpDIhNo3N4YkBOv6xzOdlZlseGkmzWFx1iS2lufY8JeNaOuTq5Kxmte9DeLEuci8arqqtj2rwv2FFUSGtzOF9OmUpscIjasQKGFClCCK+rcznZWJzN8vy9rCrYVz9+5SSTVk/3yGR6RiXTLSKJzhGJJAdH+HVqs9vtJs9awc7yfLaXHWNb2VG2lx2j9jcr7aaHRjMisRMjkzrRIzJZpowKryu2VnPtF5+Ra6mgW1w8n06aQuh5tn9pKaRIEUL4lNvt5kBlMeuKDvJT8RE2lR45pZflpGCtnrbmWNJCo2kdEkWr4AgSg8OJCwojJiiUUJ3xggoEt9uN1VFHia2aotpK8qzlHLOWk1NVRnZVCQcri+vXgPm1cL2JS2LTGBCbxtD49qTIOBPhB9nlZVz3xWccr61haOs03hs3Ab22+Q9CPx8pUoQQfuVyuzlYWcyW0lx2lOexoyyPA5XF2F3Ocx6nUzSY9UGE6I2YtHqMWh06RYtGUXC73TjcLupcDqwOO1aHjQp77XnPqddoaRcWS7fIJLpHJtMnKoX0sBhZrE6oYltBPtPmfUGNw8GkTl14YdToFt9zJ0WKEEJ1DpeLI1WlHKws4UhVKUeqj5NnraCgpoLi2qr6tVkuRrBWT2xQGAkmM8khEbQKjiQ9LJo2YbGkh0a3iCnToulYefgQty/4BqfbzV39BvDwZUPUjqQqKVKEEAGv1mmnoq6Giroaqh11WJ112F1O7C4nJz+Z9BotBo0Wk05PsM6AWW8iwmCSmTeiyfli53YeXb4EgKeGDeemnr1VTqSehl6/m97cQSFEsxGk1RNk0hNvkj8yRPM3pWt3Cqur+PeP63l69QriQkIZ3a692rECWuDNFRRCCCGaqXv7D2Rqtx64gT99/y0/5R1VO1JAkyJFCCGE8BNFUXj68hGMTG9L3YlF3/aXlqodK2BJkSKEEEL4kU6j4ZXRY+ibmITFZuPmzLnkV1aqHSsgSZEihBBC+JlJr+fdsRNoExlJflUl0+fPw2I7fZ2hlk6KFCGEEEIFkSYTc8ZPJjY4hH2lJdy5cD42h+P8B7YgUqQIIYQQKmllDmf2+EmE6g38eCyXh5cuxtV0VwbxOilShBBCCBV1iY3jrbEZ6DUaFu7fy4wfVqsdKWBIkSKEEEKobFBKKv8aNRqAD7ZuZtbPm1ROFBikSBFCCCECwPiOnXls8FAAZqxdTebe3SonUp8UKUIIIUSAuLV3P6b36gPAI0sXsy73iMqJ1CVFihBCCBEgFEXhb0MuZ0z7DthdLu5aOJ9dxUVqx1KNFClCCCFEANEoCi+OupqBySlU2euYnjmPo5YKtWOpQooUIYQQIsAYdTreHptBx+gYiq3V3Jw5l7KaGrVj+Z0UKUIIIUQAMhuDmD1+EomhYRwqK+O2BV9TY7erHcuvpEgRQgghAlRCaBhzxk/GbDTyc0E+Dyz+FofLpXYsv5EiRQghhAhg7aOjeXfsBAxaLcuyD/LkquW4W8iqtFKkCCGEEAFuQHIrZl41BgX4bMcvvPHTBrUj+YUUKUIIIUQTMLpde54cNhyAl39cxxc7t6ucyPekSBFCCCGaiJt69uaufgMA+NuKpaw8fEjlRL4lRYoQQgjRhPzl0sFM6tQFp9vNvd8tYFtBvtqRfEaKFCGEEKIJURSFZ0dcydDWadQ4HNwy/2uyy8vUjuUTUqQIIYQQTYxeq+X1a8bRLS6e47U1TP9mLsXWarVjeZ0UKUIIIUQTFGow8H7GRFLM4eRYKrhl/tdU19WpHcurvFaklJSUkJ6ezuHDhxt8TEZGBoqi1D9GjhzprThCCCFEsxcbHMKcCZOJCjKxo6iQe75bgN3pVDuW13ilSCkpKWHs2LEXVKAAbNq0ie3bt1NWVkZZWRmZmZneiCOEEEK0GOkRkbyfMRGTTseanMM8vmJps1nszStFyg033MC0adMu6Jhjx47hdrvp1q0bERERREREEBIS4o04QgghRIvSMyGR164eh1ZRmLt7Jy9lrVM7kld4pUh57733uP/++y/omI0bN+J0OmnVqhUhISHccMMNlJU1z9HJQgghhK8NT2/DP4ePAuDNTRv4zy9b1Q3kBQ0uUiZMmFDf4/Hrx+uvv056evoFN7xnzx569uzJt99+y48//kh2djaPPfbYOY+x2WxYLJZTHkIIIYTwmNK1O3+65DIAnlq1nMUH9qucqHEUdwNvXBUWFlJTU3Pa61FRUZjNZs/JFIXs7GzS0tIuOMiaNWuYNGkSJSUlZ/2ep556iqeffvq01ysqKuozCCGEEC2Z2+3miZXL+GzHLxi0Wv4z8Vr6J7VSO9YpLBYL4eHh571+N7hIaYjGFCl79uyhc+fO1NbWYjQaz/g9NpsNm81W/9xisZCSkiJFihBCCPErDpeLu7+dz7Lsg4Qbg/ji2htoHx2tdqx6DS1SVFsn5frrr2ft2rX1z7OysoiPjz9rgQJgNBoxm82nPIQQQghxKp1Gwyujx9AnIZEKWy03Z86loKpS7VgXzOdFisViwW63n/Z69+7defDBB1m7di3ffPMNjz32GHfddZev4wghhBAtgkmv571xE2kTGUl+VSXTM+dh+dXdiKbA50VKjx49+Pbbb097/a9//Ss9evRg9OjR3HXXXdx999387W9/83UcIYQQosWINJmYM34yscEh7C0t4c6FmdgcDrVjNZhXx6T4W0PvaQkhhBAt2a7iIm746r9U2esY274jM0ePQaMoquUJ+DEpQgghhPCPLrFxvDU2A71Gw8L9e5nxw2q1IzWIFClCCCFECzAoJZV/jRoNwAdbNzPr500qJzo/KVKEEEKIFmJ8x848NngoADPWriZz726VE52bFClCCCFEC3Jr735M79UHgEeWLmZd7hGVE52dFClCCCFEC6IoCn8bcjlj2nfA7nJx18L57CouUjvWGUmRIoQQQrQwGkXhxVFXc0lyK6rsdUzPnMdRS4XasU4jRYoQQgjRAhl1Ot4ZO56O0TEUW6u5OXMuZWfYo09NUqQIIYQQLZTZGMTs8ZNIDA3jUFkZty34mlrH6avEq0WKFCGEEKIFSwgNY/b4SZiNRn4uyOeBxd/icLnUjgVIkSKEEEK0eB2iY3h37AQMWi1LDx3kyVXLCYQF6aVIEUIIIQQDklvx76uuQQE+2/ELb27aoHYkKVKEEEII4XF1uw48OWw4AC9lrePLXTtUzSNFihBCCCHq3dSzN3f2HQDA48uXsPLwIdWySJEihBBCiFM8fNlgJnbqgtPt5t7vFrCtIF+VHFKkCCGEEOIUiqLw3IgrGdI6lRqHg1sXfM3h8jK/55AiRQghhBCn0Wu1vHFNBt1i4yitqeHmb+ZSbK32awYpUoQQQghxRqEGA+9nTCLFHE6OpYJb5n9NdV2d39qXIkUIIYQQZxUbEsKcCZOJCjKxo6iQexctwO50+qVtKVKEEEIIcU7pEZG8nzERk07H6iOHeXzFUr8s9iZFihBCCCHOq2dCIq9dPQ6tojB3905eylrn8zalSBFCCCFEgwxPb8M/h48C4M1NG/jPL1t92p4UKUIIIYRosCldu/OnSy4D4KlVy/n+4H6ftSVFihBCCCEuyH0DBjK1Ww/cwJ8Wf8emvGM+aUeKFCGEEEJcEEVRePryEYxMb4vN6eC2Bd+wv7TU6+1IkSKEEEKIC6bTaHhl9Bj6JCRSYavl5sy5FFRVerUNKVKEEEIIcVFMej3vjZtIm8hI8qsqmZ45D4vN5rXzS5EihBBCiIsWaTIxZ/xkYoND2Ftawp0LM7E5HF45txQpQgghhGiUVuZwZo+fRKjewI/HcvnL0kW4vLDYmxQpQgghhGi0LrFxvDkmA71Gw7f79zHjh9WNPqcUKUIIIYTwisGtU/nXqNEAfLB1M7N+3tSo80mRIoQQQgivGd+xM48OGgrAjLWrmb9390WfS4oUIYQQQnjVbX36cXOvPgA8vHQx63NzLuo8UqQIIYQQwqsUReGJIZczpn0H7C4Xdy7MZHdx0QWfR4oUIYQQQnidRlF4cdTVXJLciip7HdPnz+OYxXJh5/BRNiGEEEK0cEadjnfGjqdDdAxF1dXcnDmXspqaBh8vRYoQQgghfMZsDGJ2xiQSQ0M5WHac2xZ8Ta3D3qBjvVKkZGZm0qZNG3Q6Hb169WL37oaN5F29ejWdO3cmJiaGl19+2RtRhBBCCBFgEsPCmD1+MmajkZ8L8vnrsu8bdFyji5SDBw8yffp0nnvuOY4dO0aHDh249dZbz3tccXExGRkZTJ06laysLD755BNWrlzZ2DhCCCGECEAdomN4d+wEDFot2woKGnSM4nY3bt3ahQsXkpeXx+233w7AypUrGTNmDFar9ZzHzZw5k3feeYddu3ahKAqZmZl8+eWXfPzxxw1u22KxEB4eTkVFBWazuTH/DCGEEEL4wYrsQ8TrdHRrnXre67eusY2NHTv2lOd79+6lffv25z1u27ZtXHHFFSiKAsCAAQN49NFHz3mMzWbD9qvdFSsqKgBPsSKEEEKIwNcvOqb+un2+fpIGFykTJkxg1apVp73+zDPPcO+99wJQV1fHSy+9xEMPPXTe81ksFrp06VL/3Gw2k5eXd85jnn32WZ5++unTXk9JSTlve0IIIYQILJWVlYSHh5/16w2+3VNYWEjNGaYNRUVF1XfVPPbYYyxatIiffvoJvV5/zvNdf/31DBo0iPvvvx8Ap9NJUFAQdvvZR/z+tielvLyc1NRUcnJyzvmPFOdnsVhISUkhNzdXbp01kryX3iPvpffIe+k98l42ntvtprKykqSkJDSasw+PbXBPSnx8/Dm/vmLFCt544w1+/PHH8xYo4CluiouL659XVlZiMBjOeYzRaMRoNJ72enh4uPygeInZbJb30kvkvfQeeS+9R95L75H3snEa0rnglSnI2dnZTJ06lTfeeOOUWzjn0r9/f7Kysuqfb9myheTkZG/EEUIIIUQz0OgipaamhrFjxzJ+/HgmTpxIVVUVVVVV9YNhLBbLGW/hZGRksG7dOpYtW4bdbudf//oXV111VWPjCCGEEKKZaHSRsmTJEnbt2sV7771HWFhY/ePIkSMA9OjRg2+//fa042JiYvj3v//NNddcQ3x8PHv37uWJJ564oLaNRiNPPvnkGW8BiQsj76X3yHvpPfJeeo+8l94j76X/NHqdlMbKzs5mz549DBkyhNDQUDWjCCGEECKAqF6kCCGEEEKciWwwKIQQQoiA1CyKlPLycjZs2EBZWZnaUYQQQgjhJU2+SPnyyy9JS0vj1ltvpVWrVnz55ZdqR2qyLnY3a3FmJSUlpKenc/jwYbWjiBZOfha9Rz4n/atJFykVFRXcfffdrFmzhu3bt/PGG2/w8MMPqx2rSbrY3azFmZWUlDB27Fi5KDTCjh076N+/P5GRkTz88MPn3eNDnJn8LHqPfE76X5MuUiwWCzNnzqRHjx4A9OnTh9LSUpVTNU27d+/mueeeY8qUKcTHx3PXXXexZcsWtWM1WTfccAPTpk1TO0aTZbPZGDduHH379mXTpk3s2rWLOXPmqB2rSZKfRe+Rz0n/azaze+x2O7fffjtOp5OPPvpI7ThN3ttvv81bb73Ftm3b1I7SJGVnZ5Oeno6iKGRnZ5OWlqZ2pCblm2++4Y9//CNHjx4lODiYbdu2cc8997B27Vq1ozU58rPoO/I56XtNoidlwoQJREREnPZ4/fXXAdi2bRsJCQksXryYV199VeW0ge187yX8bzfrO++8U8Wkge9c72V6erra8Zq0bdu2MXDgQIKDgwHPopC7du1SOVXTJD+LviGfk/7R4A0G1fTOO++cdQdm8HyALVmyhAcffJBbb72Vr776yt8Rm4zzvZcATz75JCEhIXKv9Twa8l6Ki2OxWE65uCqKglarpaysjMjISBWTCeEhn5P+0SSKlPPtwKwoCn379uXDDz+kbdu2lJeXExER4Z9wTYy3d7Nuyc73XoqLp9PpTltyPCgoCKvVKkWKUJ18TvpPk7jdczarV68+ZTaPwWBAURQ0mib9z1LNxexmLYQvREVFUVxcfMprlZWVGAwGlRIJ4SGfk/7VpK/mHTp04N133+Xdd98lNzeXxx9/nCuvvBKz2ax2tCbnfLtZC+FP/fv3Jysrq/55dnY2NptNbqUJVcnnpP816SIlMTGRr776ildeeYWuXbtitVplZs9FOt9u1kL409ChQ7FYLMyePRuAGTNmMHLkSLRarcrJREsmn5P+12ymIAshmpf58+czdepUTCYTGo2GVatWSfe6EC2MFClCiIBVUFDA5s2bGThwINHR0WrHEUL4mRQpQgghhAhITXpMihBCCCGaLylShBBCCBGQpEgRQgghRECSIkUIIYQQAUmKFCGEEEIEJClShBBCCBGQpEgRQgghRECSIkUIIYQQAUmKFCGEEEIEpP8PXKpYn0UPpjIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "delta = 0.025\n",
    "x = np.arange(-3.0, 3.0, delta)\n",
    "y = np.arange(-2.0, 2.0, delta)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "Z1 = np.exp(-X**2 - Y**2)\n",
    "Z2 = np.exp(-(X - 1)**2 - (Y - 1)**2)\n",
    "Z = (Z1 - Z2) * 2\n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "\n",
    "# Basic contour plot\n",
    "CS1 = ax1.contour(X, Y, Z)\n",
    "\n",
    "fmt = {}\n",
    "strs = ['first', 'second', 'third', 'fourth', 'fifth', 'sixth', 'seventh']\n",
    "for l, s in zip(CS1.levels, strs):\n",
    "    fmt[l] = s\n",
    "\n",
    "# Label every other level using strings\n",
    "ax1.clabel(CS1, CS1.levels[::2], fmt=fmt, fontsize=10)\n",
    "ax1.set_title(\"自定义等高线的标注\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
